{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "816eeff7",
   "metadata": {},
   "source": [
    "#线性回归从0零开始实现，包括数据流水线、模型、损失函数和小批量随机梯度下降优化器"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c89ee162",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import random\n",
    "import torch\n",
    "from d2l import torch as d2l"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "490a00af",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a13016f4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([1000, 2])\n",
      "torch.Size([2])\n"
     ]
    }
   ],
   "source": [
    "def synthetic_data(w, b, num_examples): #人工合成数据\n",
    "    \"\"\"生成 y = Xw + b + 噪声\"\"\"\n",
    "    X = torch.normal(0, 1, (num_examples, len(w))) #torch.normal()函数常用于生成符合正态 distribution（正态分布，也叫高斯分布）的张量的函数\n",
    "    print(X.shape)  # [1000, 2]\n",
    "    \n",
    "    y = torch.matmul(X, w)+b#矩阵乘法   不是点乘、不是叉乘   w 为扁平张量，自动识别为[2, 1]\n",
    "    y += torch.normal(0, 0.01, y.shape)  #加入噪点    \n",
    "    print(w.shape)\n",
    "    \n",
    "    return X, y.reshape((-1, 1))  #返回正态分布函数， 以及真实值y的形状\n",
    "true_w = torch.tensor([2, -3.4])\n",
    "true_b = 4.2\n",
    "features, labels = synthetic_data(true_w, true_b, 1000) #手工数据\n"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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+67/+q2Kda6mCLYmIrPKFdmQMAFvx/cxnPvO0igfOu25H1SqrrFIDYAlqfLByoC040MUGK7N20sBPq4ICRIkVwTk+A/xvf/vb1fhYBYHXdoIIFAWm4QF+wFgBanjc+ptQAwbOLKOkb0XSCX7Dd8Eoh3PZZZetQYxAZoklFi8wbplllimvec1rKsYL5lKM285VOyfQSuFk2tEqkNR+w8EJNWnzspe9rCaS7LTrjjlyZOyws429BbXkTvJJkhQNFM/a4eDct771rXrOM/QE/Vvy6SuTjLVrQxUJA4GU+R1wwAHlM5/5dE0ECOJSJT/wVD3ssENr34JlfKUrw7Xf7bfNq23xt1N23nnnrbbzvvvaq2G53nvstjGSz/RQEC/Ykkh4tkvog7ecewkcO3+Mka7iL7uq0LGzzz67bL/9B6o9FRTQo//+7/+uK3k77PDBet6uM/IvUAi9yJqdM3wJ7fJdvHYEF9jolVd+fdWllthZvTpvdi6/8IUvrPZbP0n8vO51r6tYon3t6kOiksxZDBMwC6DtTFLJ7ve+992auIWhn/70YQU2q8FqRxihkhtz1S5+WWSTDBJYrrPO2lXn8E/SRVKIXrF7Eix2EAgE7X5o9vDacs01V9cKYyRYtG3caC4Ry88yV7rMV+Fz8dnsfJUcgiPaf/vb31aTUe5ddtllyjLLLF0xAA54zhglkvlnxq6PlCOOOLwmn8zPq2YKhxk/9S+ADX3f8IZGf7xYa601K16juR08vX6gBDM8RA8YhgeqMaEXGwYr7R6VlEMbCWX3SFpHv1/72hVrQkaiPDLDf7Bb06Kqig6OklVvf/vbK87SfwkwNq+3uj/PwB/tdgv6k1WJMzzuZzf6naMTMJg/Dh8y3m7b+QxL4Jdg5Ne//lW916KBXVt8dosa/HyLByr8pRPdag4ShpF1MimgX3/99WobdAruGofkmaQxf6CbfIpNy1h7j9qmTxYozjrrrMpTCdef/vSn9RzZveOOttBFbiSJ7N7EPwvg8N8iDJns1X19DVWMkZ6w7+jx/ve/v8r6UPc/W+dDL/2zPeSYTWoY1HaeoRsbLTGY5FPjGYxqMUpXJ7tzSULknnvurr4bu9uv2jXIJ5AYtCsNvqE93CZjP/nJjyve4VFKxp5jzkcmyB08thuDDzUjir7iy9BXNnlakk9dWX/1qxesvh9s176d4DYZ4MMgLjVaJxmbOXePoTUcThW//TvHcbB0cKfT4Lwn3/kkoTRQBsaOn1jHlTFjvSo3frCOHVfGjh1XBjrV9zED7b68dhe6Tu+RfsF3GAHj2jy64392P3tlm09PTh3taOWv8wPs+CNXbJqcChm0SEbX2Ea7V533nMoepR0yCiucC47TS9/Tlu/u8yyfTSwiN8R2KJ4bqkwx+WSgHALOiOADuDimWi0EGII5K3E+v/71ryscBZ85bO7hmMw999x1F0XvgDhOXiWxvZ7ymbB7GGuBIZDlGAI6E0dAwGa7MqPNaBCQKPdQk51Z5/Xbxvx4+d73vledOIEDx43TLAjjyDlndctvBLhfBVApgNKcR6IsFIBDiz/e70QbTqVzI3n+3+0e9OBACczf/OY3V6UiS84LOBzV7rxzrvd8957nwmeOOlnplq6suwYwxo+327DtOAQ4g3VcTe5aAd55552rg8Ux5zR7XYBOdYv2nBt9/+hy/LHHl4MPOrj8/Gc/LzuN2qmssNwK5cQTTixHfPaIcuABB5X77rmvTHhyQrn1llvLFptvWeaYfY6yxeZblA9s+4Gy/Qe2L9tv1+pee+xVrrjsivL4Y0+Uwg/s1m7nM/hzdJNuAUmviGRnEGwC1FaA6abAhfMJpwQyVv3nmGOOGjDa7aNK6kjaAVg61y3hA51XB/mRz+Nrks5zggdtc5w5knQ3fAhvHeEgbLMz6eMHfLyuMmbnk102n/3sZ+rzo0ffX++l/+94x9uLRA7HXVLLKwWCdEkgiak///nPFSu1zSiRE06UucMnMg9fGVw7LjzHcRMkeV6grkrCCTLs2uLsSvhwIo1bERTDPQmsGCOBhXa6ySeYJwkiyBeAJmHFeObVtm222bruKvO89o2b3upPUg5vBD103rjZEoGlIETxjH4kiCSf7OAyR+cz3npjzx/yYX4CVcEhehq/ZGC/6pqdXYJ4ySf2a7j2u91lLORAQM62eQ3RwgzZyvXeY+bXbWu4z7BCcsPOLDx8tksCBDoj8OMUedVU4pB8SQzjnUK+6a/EpyBLUI1OksSOdmZ6Hu8lsuh76EXeJS9gH+cMb8iAtiUYBN30UCVnKpni+9B38pzzjgKQOGGOEttoutBCry6bbbZplQ+7WiQpJBAkeeg7+cbTQXzuYrXPbSUzPMcvCS0JH/JMviVSyKUdSaee+s0aCJI5cyd3L3jBC6rMoofzqejFQRTgaV81b8Gj3RQcSPqEfjABT8gjGtJh+uyaRJtEuASEJAAnViIAZgqA47hKWKCvObA3AjW6SXc5rM5LIIfmfEG0/ctfbuzUv0xMhLSkND6m4Bv68hHpo6Q+usBz+GGRwDys8AqO3QdrYK4k4POf//yqrxJiEoLGbjElRWKLDpq3yrdw5NtK/khmkUNY262SaapzG2ywfn3uj3/8Q6VL2nYkNzBD0k4wD19UeDpctetE3xJrZCky3j1qH+333nvvOm+0ETzp06vx9MXuOzIJd7PIQEaiRz6bH5nwbONr+y0wvLOYTJfYTrrlnB2gTf+ennyi62p3nPlsrGTZWNhZMkyf8JNcSxjus89Ha4KP3OGFfrxeKknieQlemEHe2cyRYDx5MqYbb7yh6hm60FfPPtcKfeXPwgOyDAslQ/GGHsEH84c7ksV8Bwt/cDPVd7qnrW6h617//dCHdqo2v98rn/wIdCevdkqzdXwZPgZcwQ8JcTyBKwr+NqwZ5Hv6befba/dkml/wu99dnMvTdWz9toU0bfJh4LL4a2oK+SALSeKKZdlP5xODSn5KAmSurjW56m+3XUtsAQvxT0IYltoRjke5/kwcjUGdWX2RTfZDEpD/KZk9eV8TE1PGMFnyKUmopx/HjR1fVImqsWp95e7pO58m72fqEkX8TD6mNxr4f+wDnZqeNmfks3QWLX//+0uqPbZrnA8Pj9lFOQi78tl2tpUtl6OAqWyYz/IHZFtl0/kGF1xwfsUL+ilG5EeRWcX3vO3iO1zxm5t0gC2xqGGhQPE6Xwrd6JYRJJ+uqIklA+VgUNzeKrly/fXX1QrwdKz6rEqQCFY48JymTCIDMWG7MTgDcYri1FFKAbPgQhDEKVGc58QJBBEYmD5bBYOAhdU1STnADHyN0VwZZIE/gzD33HPVlX87BBjLgLKxM4DOjUQ4KQBacYQY5uWXX646GZw4Tu1I2pjSPYRKtpdhj8LNbJCa0pi617tjYZABG6fDKjhnk2Kqua/3SKEAi6SV57ttP5c+90s+kRfASPfoGPnnGNIbMhUj6B7g8pGPfLg6iQIYemQ1m8xytPFYO2hFXtWLLryo7L7b7mWD9TYom268aU0oLb7o4mXWl89a1lpzrbLZJpuVN6//5jJqh1HlV7/8VbnyiqvK8sstX5M2Syy2RFli8SXLwq9euMzy0lnKbLPOVlZ5/SrlFz/7RXny8ScnTzxNjkczRYXRQkUfYIjvnCxBECAV7NDHVK/nkSFb8M8999xKPxiFjio5Qy8yol1yxXGw24H+hg+uKY52JEk6+R0LzjyQZszOO+/cGjx4TYDu2hKuvYxXv7BTIAPUOXaCZztN7QiwkscZ5PxZISYLK664QuUDzPQagiNHVRAt4WZO2jceyVrBFYdfwi1JFkEX2RHYCEw5lRJPZITcGCNamIvFBVvl6RAnjfwpST4J3OmZgtbvfve7qk1hF2CeMRuXOTGadqUsuugiddzGJAARUAvi7OxAX0EPPLXIIaB1H4OKHknIGXOST8FWQUU3+cQYw2nzpDsp4V2STxZdBDOMdQJ1AbjPqs9nfPuM+lnSRMKNHeCkNn0cdEKNP3rW72hMZ575vfo8XUXXKT3jem/Rr7bUzMc97NFQySc4Auvd032mt+0Z9V0fsfWSOWSRvNJBwY9AkOyfdNJXqmNkfFbayQH5IsP0Q+JSEpkseQ3UNbqd4JNNFByTs6WWWrIGDeiK/mhnHGTEMRX9OGReB7Vbj9z3lvbchOpYk3N6JvgToEhOsEd8pz322L2ccMIXawKJrpqH9vvV9K8vn93LkZQQ4FziDf9CYoCdg1sSFlYz9UePHLPznCyqdEOV1EA/Rf8wER30pW1JO/qnbefd45rgYcMN31J1nh47n+vwQCJT8kniFE3JnbHttdee5V3v2qr6RsbGX4FjkiJ2nmm78WFkP8YemuGf5HgCXlhJhixGkpv87g158Rt1MNfcOeGe5YvCRAnPW275Z01cm3+3SCjio4SiBVB40xZWJ/9MrvA51ffcy0eVHJVQDZ3NWUEjSTPjha9+P0f9wQ++X1+FtPOyX5U8I5d4LLDTXreSZX2xCbCdX2pHGtqxU+TB82yJJAK+8A0E/6oFZ8kEny0sSzAkANEGmZToR0cBuB1Y3/nOt6t9+Nznjqk8QX82pFs9062uRYa0ae6SmOwAnZYQS8JPcgI/jjnmmGqb2QRJGHNkO/GVPLlH8pE9kHyUoIyOd3mbz+YTHUAjPDR/8c5zrcBKckT3JQ7pkldsUu1GlJQ0f8lWNPM2iiM6SobSPYl3tO8W+EY/YJeFKD85AMtUuoOePs8//6tq3/hDdsgQ2ZEcTOU70f3oKh4PV8mkOcB6yYnh7nWtn70zF9foVPhND5SLL/5tTT5J1vLdFPriXn4c/DLWbnE9so5W9Ewgb5zsPV+IP2Gx0tH3frKec+Q748LHxBjozh9de+21Ku5KRrNj9CT3zMyj+I7uSGKiw4zuy7z5x5Ii5AimWPyTrNOXPseOaXXc2IEyfop1XBk/Vh1faxJQAwPiXnXGvc6IT3BA4hJesjfoNaNpNC3tkTeVj8LmGSN/n72C52wb2bTIDS/sTqVnNvq4ZoF6kUUWrjzp7gK2ixiP+Ajmz+e1K1ucTCcsULG1Xpknu/xdvhV7aiGCj5DkE33Sxpgxo2uNPjo/guTTldX4UDjGp7tTp6uow32m4JgGmPolnwg9x1EQwSEZO3ZMBYWAA4LJWHPAvKqhyBALehgn7yD3Asdw45nR19DFqr/VGmAsS2pOXYAEihxlRp9hYNgxzJbpFHMYafKJ0UcXjjeDQuAEY4B1ekAr4PPAA+NrYPy2t21Zf2hPgEZBBCYVLCZmyrufo0BpI98d+93XvT4tn9OmZxkGRos8ML5oG+XMfd0jGv30p1Z53ztpG637p2UcM/sZq8f99I7DxSnk9FN2K+IAw3jifDJiCeg4H36UV1Bm5VBg7TUBOscoezZGH8CQJ3K64gorVrCSkHnB819QFlt00eokuEaeBRt+awA4C8Do489++rOajF16qaXL+uutVx3oe+6+ZzKdiNw/00d6hkZkGjD6TldVyR/OGtAWoNNH9/z973+r14Bo7g2QSqxIkDOugjIrERwvAW9zYJ6sxl2gwHHjCPpdDAYfHzi8PluZxivJrTg+EsyCEw6xgFIixmq9VWHOId3nKMNnPEB7+KIv7frBQbpALySv/LA44xkjwlBwCAT8nFk4YueqhL5ADG3olYUB/ObIo4ciGaMviwAxTJmv656THBcUJ/lEZgUMAhrJJzSSIBJskKXMgfxl54vxsRtowdihv4BDO+jCbnCEOcbaEHDYycCg5jefjAcvs/NJYM0pvOiiC+sOCbvJMsY6uYl/vM5Kb9DePBLA5xV0R+f0u/EmG9fqh31XXVXwuVJN8qIhuqiCnH/969aK3fTNooTqM/vgM8O+//77VX7QQUk+WC+hkvvR9tJLW2UTYZv2uwWeeZYskvcUfB0q+WRlTwBCLp+JlX9jjg5awKIbZFsAJLgk65wk8gnr2B/P0D1H8sOpIruf//zxFUZcIz0AACAASURBVL/IR3DM0XfBPH+BLJEPOiDhaCGNTGvLvWjj6LvnJOnhWpJPzqtdnnrGDiltS2RYZSQXZEawgj8SN2jekrtbVzlmsyzwGEe34iWapC/OO1wQaPJ7+BZ8IcElWSHH9E9iihwKEukm7IclbANcgjEq/Gf/FH2gIXoYC1p4vVpCJ78xF2cbNtIBweZNN7UfFs4YjdkOte7OJ/Ij0Q13vAqFp2yIIzpIMhjztBS8QVeYxLH2KhA6GQ/6w0SvwvitUGOAz5J+9Bl/2VQ7kSSJJGcER+F75mRcXh0jhxIadA5m+f27Vq+sY/CsfzShSnwaV65LhpinhPePfnTeZH1on2+c3VprrPGGSfgSnBnq+KY3vbG+liZBi/YpGbujRSW2A6az8RJzaARLJbvYfDJp9wq/laySlW4lQ76Tr7aw0P6TKBrTOxWN0Nfv3tAtNkVwQ5fhcHudtL2GnteTHV2zS4odNl46Rb/pJMzFVzbAd9iMzlldJz8CHZjvPp9VOkLv2BffWyL7wxNxY/LkQpdm0Wc+lOAf5kjC0q3nSkEjmIHWdIgekv8kCM0ZPfi/Fj5is513j0rW0dZCeTAg86PnkQXJFL4E/bSwlCO7AFvojb5gBPviXjZboE7H/GQKPGHvxCr0hi6o7Bx7F5tHr9hjfDNGMsne5Z7eo2tkGT16C1nlG8BI+hwfzRgF593kk+vakvS1E7CX12SCDfX6Nzkn22SdvyPG88o0GUdvuEim3eP14lZ99mp10xN+GBprly4lbkCnH//4RxXj4aeFLrJuwTL3zKwjn4j/bvGCDSNfiZu6x+npXx+wiEyxTbPP/soaL2tfu/Cr/n7TmLFlZMknCao+ySe7oCYlnwZ/a3p6xo5PZJmfzc/ESz7o9LQ5I59FO+Mjv/RRoon/xp8VA5BPvrXFE7IrcQ8zLJJZzGInvUrPTxdD0H+2wTPa5YdYXB01aofywx/+oPrQMNluYr4CPBBTyjtIisMa+M9uKOw0nZTf8UwXc6aYfAL8nBwZaR1wTnWWaiCU0zGffe+eMwmOAHCxTZTSd4sJ2jZm946ACtgxygqA4dxRRpPgKFFev72B0BwKBuOZLDGUCAl0Gas555yjOqkAiHAao6MAH3ADEvP02wu77rpL3bElWWXngbm5hlEUdSTCSei0zyngeFl54JAm+eR6qvYouvHKNjuio3Pde9zHUHAAjNdrPYJwuzVuvfWWep6T7Lrq3lTtdMed/sxHnwGa7j0z6nPmYSuglTOvN3BWjK07rozBOeOSfefE2FLOKTce4Nt9Zkpj1A6HDj3d69k8r7/UtJPrjmioP9fCl9zXPQLAGFrHfKabAIZzS2e81sB445v2FYZdgM7wCh7okkBIkohe+29cAhvZbk6Don2vcdErwS4Hd6655qyJD8EDPZY9F9gw8pKvDAuHjSNN9vVDFgV8gkarz2Q8zkDt6Bn4A0ckgzgZqgAeTbrJEvOle87RZcBrZZlTrJB5KwsA2iqDuZkjx0oRbHBqJB0Eh5xtoJ7/vOQeem+XEHA2Dm0IAgWLjIHfSZBosELNiTMmtJKINy7Ok+QWoyEYtpIu2OUEwRfGHR5wBgUbxkvPYa1AyCsddl8k0DZ+8odHeAyf4SlZEtC6jzNm7trGb4sH2kdP18kNx8s8E6DSB3xWtJvkU4yRrfgMHDqgGz2V7IOFVs4jI+ZPZjjQfnyY8+qanXrGTj/Inj7wzEqthBkMIN92tdlxIJCWeGA4zdU8BIKCMji8wgrL1zm8+c0b1ESNfskMWpJrNkdCjD3jFGeXk5XPVOesJKfmHgEabJfg5WBqF0/Ih2RgVom7R7u+6CIeGyd+u+4858Kxt6IlJ6DXrko4eMUIDzjkKWTPfOwW633tTnAncBR4ocHMLuht3CoMgxd2jNjZI+FDJgU6Fq+sDnPg7ajwnY4eeughdX6SVDCNs98C3MMqHvr9RfiMJxJCdmkIXPACv8geWaEL5F7b+A1zYUJ2PpEX9DDebkUf7dEbq4j6IZd2NcJdc1L0xzbBFk6s++m+xIxxp9qVQKfJjKIv43c/3IUvnDyOo9fK2A/30A2+hvZhkbHCBQ7lqd86tfZPb9Tu+On40cccXcfBwVa1IQjiU3Be+X524NEvgeuSSy5RdazbFnsj+YQP2fmEfsZBd40bXpA5wTOfkG7QXwGrJDlaObJDQ1X30m/01Kcgmh4mqDMmNBGwojccpD/0ic5xvuGKseG5xJT76GcSmqEP+tMDgb7ATJ+5NtIjnGI/u8knfRu7MRsLPpkDeSQ/wY/gS+8RruQcmsFiWKVN40IDfQiAjZ0+k3tyxGazBQsuuED9r4uwXcIUjci95xsGNzmJDGa+9FR/ZIxuSnKoEnQqOksEs094nfOO7oNnqjGpZJo9NN4UOC1JQr4tHuDhWWe1/wbLv2BHjz76qMo7QQ2M42Ogs0oO0dLuWHrV1ZP00T2am/4d+Uh8Kvwi95dcMuP+81q3z2n5bIx8A7YSDexIYE+TIOTDSuaxD7CFzrEBrqtsLdo60ssuzY2HvwN/2B9Jd7zu8p1cKNpyH1/l5z//WT3nGl+XPOfH3l1ga8RIfBz4mBqb57vPkoTkhWzon61zvtfW+c5GiCP7FT6wBIfFPT55SpJPcBQNFGPjc6An/9i8ugV9+BMSwPQosp4jWbfoRdazcOea86rP0Qk+maQSn0e73eQTjOBnobnFvPhGI00+JcZw5F94jh9mA0GuwYZU/eW8I5+O/2QjA/65z3gcXU+s6HOezZjdoz/Yojqvpq/0ow3xhD78042DDjqwtm28D/itK/1M3PE0bszYMiARNWbspHO5NnicPPk0afdTfQ3POAd/fiRjzhjxPeN0zmvuGWe/I7zDm9NPP61iFbuR+aWdoY65r3sc6t7u+YwjtO9e637WLuyHA2IOyXe2lW0RB0us8hXYdPGDHAGZZAPoEH9KLofvIKnMB7JrkT7SGXot5wNP+V8WM2Ew3KZjMIitNk42ie7xISzEKOT8vPPOq/pMx9iblCkmn4AUY8hZDYgEEACEACjfHXPOeZ9VgQ0nThAgYGYcewsi5j92ea+YQ6cAPwRg+AV7vgvGGAgZOgQjTM9kMRYGk6POwQQsAANzgBVwMebLLru0gq75UGZjd42REKxbsQFqjBzHjgBRBoLXFbDuZ44V2qRiuv/oQug4d4CVQkfYAZDPAka0t1pOMIwBb7XdVSYJGw4pHslUGp/kE1DSriTJww8DtpZQSvJJO1EY/VFYYM7x5GQKtNNPdz4z4jPaGh+n3zzV9BU6pB/jNU58oDyUUtYfMJIj9MID88wzvUfPU25OMDmQzDBXvNdf7/36dL/rxgksMj48wHdOuEDXXHr5P1zyiXPFOHqejgk2yIJ/P24+nHAy6h48ozucOeAiyEEryYBu8im6ZIxeVwBqZIucchgFh+R91I6javKKgwPUGGIJFP3QEY4uhx8AmiedeKaTT3hhtUIAy2lRjZ3+ZSycLLTntAoMrRrYnUIOjFnSAX2AspU799MPR4WMc8ZhEh0TEABgDiJnUBuST0svvVT9TxDGRB922XWXuuIMH+mjnTzo1U0+aZ/O44NxcyrxnLPjXrz148uCMrzVBj44Cqj0LTHBmbd6n4RanMrw2mtN8FQywrzwHp5Z0dOfJJCtvBw1AbsK9zhe2jZ/93qGDih/+tMfa7DqeQ6vQtazo45s0kFOJ0fTzgB6ibYqLCOnAnT0MWbn2YEk/uxEwzf8YacUc5RQEAhLnguijVHSR7AisOAccrjoi3sZbPTSBx7SEf3iqYD7LW9p1Ryt7Dinusd3tV3zfcP6uT3zlioLfsAeRtBJttSP+OORBIvkWapVK7t87UQwTrTB9/e+9z01SQ6ruvU979mmJti6dtUcFHIoGc3xN7+UjEHbvcknTgiaeY5co/fMLvQQXlgMwCsrdOyH7+RC4gO2G49AEmbjt905KhtlR6Cj86rnVNiDr56H07DXnOA2TOOf8CHouh14dkuw6zCMLCb5JJmknX6FDWYryRcdhPPaFmzQPcX8knyK88cZswCgcgbxyRzw23+gi44KJARNcN147LJGJ30ao4JeHHs6LNGgP4kZOiDhiufOqebf9Kj9xyU7UOCV/o1Z0tZz/DnnYCdZldiTjBoq+QQ3u8mnpq9Nn8m+Z123q4+dg2sCHzTnIJuf43A1OMaemHvsebAY3tldyZ+CUfxQtCNTdD2LTZJObDJfR9VW6J0junoOT8iittGNDLH9fiOoHSf/TAbIj3thPf+PLuvTOF2De2QkONIwpv2uVMOUQRzpxZW3vrVhcjtuVDEKTrE15Ji/IJGEb/BZQC95ZqyS8XSFPNsVRlYtvtEZ44tcoEe30lHXVPQiy1bbu9XuFUlhtgJ+7bTTjrVfcmpsjhbG7LCiK3buCLbppb4U7Rsr2ePDeI6sSyizK4IjryGyB+THDjz8FtSgOz9OxVsLTQIrO23wbqiC3+E/G+KH59lXts44c22o55+p83RGks3OUPbJD4MrTc8aTuOhuIIdwVslfGs/gD158rkr60k+wc0sRNYGev6gMxskAJVoVmCU+BBW+90ucqhteMPOszNsnHHFfpFBlf+pLfNCd/Lj3tzXPbJ3EoxkoFv0RS75oZI+AuHmNze69Es+oYt4CE7wBciKEpo40lV9kXO4yg8TtDta/IBZ7CW+kOvIuOuq7/DX/Mh0Eq3GljiBv+87H56/s9pqq9YFQ/PBE7Ee28POqHnO0bOpxupeWCvmkuiiC73xhO/a0T7+2AkJ8/GI3rAVrksqaTPt9x717/4bbri+2mY+tEUTegqf4WTwWVxFfg844OPVRtkl6T6ydPmll5Zrrrqq3Hnb7WW85NXE5NPwCajB5JPX77q//1R/iHyg0cX4zRNd4J/kMvqwl84lDu7Ozdx9N15zcF/iSvMyJ2PvVrTwHSZ5hu6p4r3eqt0uD/NZv9oWGySuRFPtaDv3dY/u51tLEIkHyCPcM2/238+t2HXMDvK7Ya4EEb/o3HPPqT423GYvYbq+2Rs+lt9Jg5tsid90osdkml0RJ0lIWdxz3bzPO++8OgZxEkxXYCea8y/YURuUUqaYfOLkE0YMJMiMB0DmsMgyC+KsZHGoOA0CWtedVxkNDpNgxqp1EkgZQI6AQLAqsOUgIBzlN/hm9JvxMw4OC+IgEof0mSrGo1AYjpadHpgAeDj3FFlxnzEDPM6ggBF4mIt5uk6Y/Lv3Bpaz1fvMa9y4gSo4XQHzmcB67QTg2fYJnDk1AmNMZ3AEgIJcQhxhZZhlQAE4R5KjB9w5K0cddWRVPvfij6NxXnvtNdXISwYK0jyLhxxpO2WMA90BT3ec+qXMHCtGRn9WR/SpP84rJ0GmOePrPj+1nwGE+XF4zB0tGTMrYZQ3/egr1fwEaoBe0M9wcPYor5UicySHgBvo5LmMjZLhK6eUQqGl+a277puq8y/gQ0tj8yyaaFe2mBNsjPoFgEDjk588uK7ce9VJkI5GADz9OTYj2mSP7EQOzcMzaCtQ99tQDKXghR4JcmWqtW3VH4AKUMgsAy5pRJ8Yf4YxDgfZNTaBOmPoOidD4Ae8YAD9p+9k3zUOC0cXPTzL+bBCu9xyr6n/khrdIvtVSZ6hP2QAHSRorPAK9DjjDC06CgYA/Dvf+Y6qzxxzCQG/OSPpim/4K9Fi3vgRHpiPQheSfCGP5k6egDR6ZBs5GpE1gbCEiTbt3KQz+KBfBsQuFX3AC68ieWWCM4+HnEvPcpYYAvKCJ34kVHKfkcEH7ZAPvMQHO3wk4RgrJXPw2Tw4+YyD4ERhZI86+qjKY21JpKEDuWq7U1aqfXDUJcCcY/g4ZuRfYawEnP2ST+6XqOL4CczYDwaRvuCJcVttQiP4c9ddLWmQxJPrir7Qg83AZ4XxF6BLlOpbcokd0h77pD+7gSQbGEa6igb6RRf4jrZ7f3TvcsCBB9RdOBISqp0x2s73HNtunE+VQw75VL2ee+g6/sF22CeII5NxKo21W2EqDJL8MU74BN/oLifEc6nu9RmmwYgUc1AEceykxIHnU4ZLPsEeeCIo5JQIKrqykjZm5FH77B6dFATjC37gJ3l2nt6RXbtEJIvcQ35UnwUO+d49B6vNAd0jM3B9rw/vVWWO/nEO6ZrggRzBPXJoDEk+Ndt6TfWByAdfyJjco+KBduk+LOabSCjBfrzhDMJmeMoOwAz3pcIgAYNn6JnPxow2ST7RPTxJ8pYdVvgdHEdOpQUCDiRZ/va3z6jJHrKJ5+GjozGbs2fNX/8SwxxJdpvu2H3mPB3x2rHAX0JVMgBmddtj6/oln6LLnE7BPJn2m3RWTOmuXdt+NJ0PSY9V/o3XkyVHJWic07ZqpzhekwXj7xbYS29hDjyRJDN3NNYX+4bfdAIWs2fwtGubunPSNlnoJp/IhT7QGYbxb+Cjys5K3vFB0AptyYiA3LzRFj3ICJ8NfWEDTBKgdrGk+9kcUuGKzzm6z+4s9grO23VC5gSwxq3aocRO8B3NnXzZCUof8J5dZPfQJq8I5ei5k08+qeIM2iiO5kamyLZqTuZGVuiKJCG8dc59jqrnVLjFFgp6k3zSLjlCP7ZTW+IAtg5+51kyYxWfX0IXVLZDkgkm8q3gGFvGD2VvhyvhOTvA3uMluWO72Q+4nXuGa2dmXkMXu73gI/7BQfKfcaGtz/wOthoNM+/QPke6n+cafolLnqw88c9K6B5ZwT++iGoXGXuORmhMF40FfxRyZHFLMl8ygz8T/CIb+A0fVc/zL5y7++67Kp+33vrd9ZVcCSj+Ox663q9qg14p5mFeaAFTm2/yujrWXHNfv+ST83CEbNnBLZ7iQ3vO2BX0MX4Y7JjP+oSX/BdyIvFmDH4Hp8npo1Xu6Rh/mKxbKIHr7qMz5qCiKR1BX/pJd9AcbWGfWI+8o6vFT2MmD6pntWEsfDg6LMnOJ4NN5JjvARvdC7/YIpjHP4RTMFXCzr3nn/+TGv/wQeAIHcSr9KMviSRjcC99sTMd3WEfndQffbTIEJnxvHZgHUzij0vos4Urv+51ZZ211i577bFH+d3//UbgWD/o3bP7yet4qW33U//kU0tCjSvjBsaVB8Y/UHVAIhLG+Q+q6OJoruyMHXwW3Nq8WqINjciYXbLuc49xSviiC7qzJ+FBjhZCXWfLxHmeS4WJaKNPfgb/gR+oX1UbcFBOhf9FpsRX4hUxFt+BLuT+HNGVrpijn3mg+3DQHJyTNNUGv8PcYQce+PkN9oie4rN4lo3mO/CNyaE4mPzCW3jDx3GP38zEa+Mld+ZjN7b+yG43+USHyBo8sXhNx1KmmHyKAlJISsUB5nwRJAkRAzIwjg9GIUTO61RFCAo3peJVnxNP/FINjhEMEfVJoVVjEEwLrjkyHDHEd17tFgovCca4S6JQhumpAtEvfOHz1Yk3Z0GW+Z781ZOrccKkjMPRd4DHiSe4aIIGSb5ZhQBolJuycsA4JEAoguVofrfd1laBOYXmLXnAIEtsESZBKSNOwK2YeoYwo7tEEGBw3Y+REQ6g5Fk847zEkQYoAInBFvwAS8ZA4EtwCZyqDY4b4NJHwNDRNmljAjACB7zyLIPG4fMfuzgGxjitNfTRt0SZ4ETyTfDL6QSkjCWQdW/G57ussEAdLY3H6wWcM8qeuRkzGjAAjFGeFySedtq3Jq2UmJ9gwQ8ho6VAkeJRUMZY38ZoLGSAYRZMAxUBMQcBjQEDfkpmoh2lR5vMs/ubT5Exsp7kEwfJf8hQ6BujxVjRDwlg87N7SZJI0omBknxjAIEPoESLJJ/IoEQLmgqiBDnmw5lbZRX/CveXNWCW+RYI0DH81geaCP7QCpACQ6Ckn2ej0EPOjkSbf1ZAh9Gcg9MSGe23Q+xCoKsSOWQf/pgLfqkMiufhD5qSjcypJZ82qw6G1ZXwoSW9tq/BMSdeMEXOBDz0h4xpD73JiR/ippvaVvBdoG3VTKKTgwN/0ds5uAuHyZvVRolFMkiOJRMlvRhJzhVefutbp9a+yFBzOpsTCpfICkxgLOEQYwJD8d6uKklVMoE2Ah/nGdpudY6jTq6UbvKJkVIcGWHjN156Q8aMj9Mv6cux4+Tpj8HSH1q3cTdHOfaEjnQdYTrO0UqgZbUSjciAVxjz2h1Hzr2DtGjtxtlk6MkMGgpA2RA2IAlJTpeAz3lHDlyu5+iabc3GQx/MaXD1uSUtwgdH18grPpNDOuVfO3M+zaH33mBB99jaearO184DbaAFGUvxmWz22/kEd5K0Yt/sjngmCvm3SCKQ5tSYE7mmg/CdPXMujn07xtFvR7oBV9nTu+6+a6LvMPmOB7sF6K/fQCDLAiw0QxPOMIw2BrJBxiSf6D/doIMcM7tUOIjw0oKasdCX3XbfrWK6XaZsJl2EzXCenSVz5B0G2z3c5ae+yPgmm2xcbUALUlpAyU+gl5JPxugVQDYErmqj7XrarbzoRS+s+IIGkgfkRiKaTeILOecoaMDnlCaTDRMkMCSXvF7Nn+DDmB/a012vp5LNv/71L7XvyB7+0EP+AjtjPrnG94G3djXY+STRgZYCZdduvvmm6oPwC1T2TwCFflZn+SeSXY4qXeAPWplnl+ClOaMdeWFD2T9BhaS1sahwiS7COjzyEw/wVkBATyXa0CU6hD69ySfzJI8W5fgbEl35b3bozD9jS2E8mYJP2pd8QpcEynAZ3zj+ksvwA6Z0jz4HY3qv+Q5nPKsNdOGXmiP9ZfPJmWSCV+zYYjaMXWAP0B1/jMH48JsPgvepZDX4jPfuVxpfG16Fx2im0Al6xSeV9DMe8tOea5jnmXvvvafaSzy2UOh52Ce4ZhvQFv6TKbSGRXxL9pIuoTN7Iah3P7uKh3wPgab7LPryVcnOcCXz4hORS7pGNv3OiX5OOeXrk+R5qHZCh6GuT895dLG4TefN9RvfOKX6pP3aJHdox7eAh8OVjBntk3xim/mhEktZaEJbtBYE4yk8YpNhHExTxGp8YbHG4O7wZlO7Ni+fW5/N/2DzJXP5X9rcaKMNa2yRe7rHPJ+xO9Ip9sPuDYsH5J5c03m0U/olnzyrbX4U/0OcQpc845qSYz7r3zPOu5d8kU2+OFn3rOv6zn18IjjBz+crOh9sgDcq3wAN0R0NJLXw0TMSAWI+sgi3+N1JRHiWz89W0m00pL+Sz4mT+btsnoRK+oKxEgF0VbtwmS4miZRY74Mf3L7ykw7DPnhGrvil/H04o084QTabz9L+I7Txwzy80S/M8bqdhQ1zct1zjuzrnHPMWbbZeutyzVVXlwft8Jr46l2STnVHU/2tp8kTT/nh8RwloB4c/2C58467avJF++w6TLIQR8f1T87FiuwiPGZ/jdN4yY98Abk3L/cZK3xBh97kE7rgCX9TDIpfYh9y5ejZV75ytrrwzX9IUk5b+IdOdA+/yQD7x9bqX+yMH2IXNAwfukdJI/PCa4kqds4Cj8RQ4jL4zzaw8ZJN7EB4w4bGf+fjGAcMpVvifP6Icdp04Bp7zvaSW9fJZHb4rb++1+4ur/ojxmKrxQ94QL5cI09TTD41BW2OhIFaZRQ4UTZKRNkE9BgE8DgGvUUb3dp7Pd/dw0kHcnYnWPEWAESZCQeicV4wCoGHatdkKR9BoByEYXoqJeNIYojxUGSBJuKndMeCLr3JJ9c9q/icQogkmGSUPUeQ1SgsJxN9KQvwAfhf+tIJdTULeAjQvGrjGnDznDa1x4gy4ARDphOvCAvjQYgIt+ASGFIoNBXc2oXB+HBoCY3kif9Yo1pp4gAwGunLeD1vGx7B5AwyhAIJinb44U1oKaL+yFJ3ntoZac1zjpxL/8lCJtc7uZIjHD3zFkCgQ5JH2pfss+LIMWc40A4QcVS22qqtpDkKHPGPzGlDFRRSZEGbV2MEpu5hNARz6M9Rco9gJP0yPpwHK6ZoileMJEeZrGelXjCuX9tYu3PEG3LT5KcZdLKT5BMHzO/6RL7QlmHkOAO9OPwSbgJRzwEVxfy6ySfnVTyyZdjcyCQeGqusOdnXl/N2VHD0gSU5tWIJBzgpgiRgw6lLf5H5mX00vtRuX4CZkTZm40dXgC7IBMoSL5KFVj3IquANfbISJwEnIUAHyYRCD/Ce0wQTQhvyh46MGF6TS4YXrQC/YCdjwG+YJnBiCLSBZhw5ASc+AGyOOiMiKIGV7nOe4eN0kz2OCNmmh3idHVWMi/s5mlmVNH4yYL4S1H7bC8/oSOQOjcyF4YFBgjeJsWZYHq9zMI/wWB8KmeFEwc3e5BOH1kqdVXx4RO5hPieJ3tBVdgbWexVC223sTQ/SB7ol6YZ+gjJzkexjiAUkivs5zXAJHzhPnEVzM4/Qw32p5EIiAvaSZXxsAWFLQpmXgI2xdp9gMAGjBC8n0Molox2nVX9DVf3io4CSA4J/XokhO17FxI8kTLWRcXaPOc+55LAIWDzbLdoZKvmEzhwZWMFe+m+M7g8N9TUzin6tHN5xx+2V9/oRbJo7GqIL3JGooFPdVXmfYbNEuPvpkPkJhGEv/VDwM3IBEyUR6JAiGWShxvMwjrxLLMFxyaf55pu3Jkk5sHSdDZR4FWSgj7GyIfAP362k0yff+SHwhmxL3JBrsmiOkQXtsNeSWsbPQYvMJ/nEkYVN9E8fxs/fQps999yjOrfkEb6pHHqyPuusL68JETLFkaVrAojIDfr4DMv5XGijsmXmS37oNwykz+Yw1M6nbvKpEraUyht+Ch8qixT8Dk44XtJ1/ho8MAY8o1OCMPgHJ+k07DMOBW34YmiJLmRV0gdmS5rBV7pvIUYlG46wUZKTbYRzaIQm7LHkkcSl8aCH4j585LSjE8wXtJET97JzfAo7zskD+vGX8Am+wKfe5FNteOIczN9Ch7rLLjtX3wuOeF0CnttZKnjymV+W5BQbINhAV30Zb4Jti0OwCgbwlwWXVsD5Y+aBj+G9AMLOLNgraBesRB8IYAAAIABJREFUCKAsrqo+k22JrdDEMXKbduCSQjbhLvwT/PjPo3RTcW9k+s4776gBOR77kXbtoS8aoq3xkFcBscSY72QaP+CipKFEanaw86vwlV+KXmydJBJ7SJ6GK/qmw/Rz4YUXqjvTYbZYh4/MrsCe4UroMNw903qNzP/5z3+qdpRc4wW9t7MJ/+iyIxxg1/h8dIDv7VqSujmaS3Q+43b0vB3gYqbs9IAVZJqPTCe1iYd8Q3EV2wsr0R5e4Lu2lW7bvZ+78sP/1T6soSvwRXzCj8193WO/tvwmrQSPdug6zGTTgxdDJZ+MU6KBXwfj2fH4dd055LNxkHU0MGe6jgZiAUkM+kwPc4/7xVR0FcYkbiZvsAHWqOJIWId35F1cYlGOz/XVr55ck8cWSOmBtuhynmfXYACMIB98WW2xIQcf/IlqvzwLP/XF3/PZXMk2H8EiPPwkN+Iflc9jN5t2uuPlQ8NZcRAfCG5LnvCdxZnmwO7QXwsA+KhfC4D8SraRrOjbgqjnDjvs0LLIwguXBeZfoHz79DPK448+2nY6TfwR8oGxA6Uln9p/uEuiaajjQw88XK664qqy2aabVbvDz+SDsiVwEXYsu+wylTZo1pt88p3PbWzsyDrrrF0XrLwKTD5cd0w1P74EueWzshFiUDuS+RD0iB9h7mSNTPBzySk/WYwhNpDAhdFsm1gdXdk419gru5D0jffpGz9hAnnBEz4H2wr7PIPWfEFzsduKfPDvxAiJNeiwzT/sOhtPVmErXcs44SgdY2vpLJlQ9M9vYyfgsN3R7KJCT+gAHePH8U9gtDkMm3yKknvYZ8QFShSAkjnfgPHPFTBkFTmuJhLFwBTVQNOOQWmvW9KXox8fRzyGh/FEWO0JwjgatlMLSChsnuu25TMnhgPKeFpBoSBq3sl1bmrqcccdW4NTIJ8+hzuiS2/yqXeM/b5Hyc0XUwmp95ytGgJndKfEAEcVMAvkXE/yKYLJmZWcIcSMsWcdJSbQJplxSQOASci0KYAmPIBCxpfwewZwSnJwtggpAxgF0KdKyPTnfn1ZVfCZI0IZOBv6Mzdy4ZnIyEiP6St95znGk3wCvn7JJ/ebnx0dHDCrgXPPPVcNGozTnNt/qbmiAhV5z/jMFYABFvOgtBQofZNRQRAnEi+ANloAXv2SB3SRKJLQAPgcaoDI0VHRVLI14JJ5dnUniQOygx/AX5sMhGLbPYD1ug8HTWWQJQ0ACsMF3MgxngOjbvKptd+Sq8arDw6HoB6AAermbF9TaagvoMYgoRHngbNLVxkh40OH6Eo/mZ8Z59Jf9wh/6EuST3GEzVlxL5qbD11jPDmw9EayhYPhWf9piJMsuFAkfOke5yxJFnygu+QAHQSUghgBGOcaiMMjDqRxkRF86CYLjAdNJbfIJiMFD/GBo0yOVX3alYUHxkgPJC1gJV5r09i6QQfnyA5WzgE9TxKbQyl5yJBw4gTijIWjgJHsmisnw9xUzzsysBz2BPRJPjGKxqnAFnZCfxwksoGO9AmdzE0yiuG3EslAkj+0iGySW8/BFwldbXGe2AufJQa9UiwIMh4Frxl6Og8f/MaVfiMf9aaJf2KnOOnkGc8EezCTw8kZkagwD/2SEZimL86/65wQ2CJJgR9xSNPfUEc/cCsIpreCfvLKwdW/8RhbxtfbRuYAawTGAmuJR7siugWemEu/nU/uQ6uPfWz/iv377rtPDWCcT3/dtmbU57TtmCJZQAfZKQE5mjpnlZxspHJ4OFzkXdIETwSgHG584o/QMzKMlhw5eGgbPXugoAnMcp0sewbPOPWcNzIcGwgT6SN7iRfohcbsPaygG4JW+szRI6ewlD7ZbSNAo+/kL1XABntgOT0TkAefknzKwg0fS9vsfpIcdMb4VQkASQT9CGS06fsJJ3yxJhQkA/SVgubsFL1BR3LDTqMffaLv5gZnsst3uJ1PbC/aaRddJUwk3NvOoAUrH9hSOAgzBEISaewqvfeKn36MAc3ZVXMVLLGz6KJyjtl7NoZs8O0ETbCWbJALzjcM8RldHVdeuf32Hx3TLxyWgHEvrLOjKqU3+YRu/CHyJRBQoo/strlKDBoz3ro/r90JJMJTz9BTQSR7Kejgq5Lvr33tq1VWjMUrDuz2gQcdWBNn5Jnjz3eFO56F1drStnbJFnkkn2hGFtHGd+Pp4p7kBIxzz/fO/F5NuJJ9lY+mtkC+LZqab1dXfc789dsCjPbaFixEJwGt/ywYvnmGjWBHjZ8+aUN1ns3CT0l4dljARg7xAh7CAryE5eSSDOEduqCZ1zrpHB0RZLFz/UrmoV+2inySMzxR2F27WtglNHb/s1H0y880V3GNJBIsw3/2RRCfyn7yUekOvUcD96l0RUXH2KTQwLzQXvIb5vLX+Yj8jyy6epbvp9Bx+qtdC6vsjMQyjBtJiczAX0lPz9q5ZFcm3IHxeDKSoi0+G/+KruObYm5kTkE77ZoD7M51RxjFd+IvwA3ymOuhj2P3HF03brsKJXbpFzyRsJEobLrYMBBuejWNbeEHGa8+6aKKt2JZ2GehKz4FuuOT2MDR5gGJAfG3BCy5pqf0jj/k96vYAb6pii/wBIbwWyVBBgbaGzHozmfET/Ig4WhBHp2cSxzknsTfxklGJFbEOHbm+MH5tqu8tQt3+GTmSm9gHtuimgO55XeYB1tp/q7xC+GQcXzmsMPKBLvZ/G6T1+86iaeBsSNLPj360KPlz3/4c1n3jevWZAm/TXKl1dEVH/lpeMgHRkNYl7E6oi2sZG/Rhl6wr3AUTzyTah7oBJ/ZGHiBp+iMD+QOjtFHiaVujMdXI/+w0uIInctvK2sfneRD8F0i2HgiO47GiS/03T36h61iPb6TpBdsix8NP9gFiy70NnGBmEDMQvfIC5+F3EdX8VLiyWuLaSv6QTfMU/xrHNpU4rOjhUQcW2Z8ro8w+dS2LQtw/XYI4Lc7g4Ixen5YltIQNrsjrNoIVlXGWOXsYlhKlLn7PRMhBMCNE4HhVis5T5xLxkrQjkG5v7ettMkBMsbm+Lc55JzzU1M5h+5Xuv3mc/rMEV0osmCO4MXJzfWhjl1QIlgYKkPLmAASAOA8oSR06MAIv+pV89XdOAJh1wi3KsCTMGBEV3/D6tW4AmjGXLAmEyloQhdKpXK+BM+cIUoh4OWkcEL06Zgf5O4qn2c5hJP6m/jbQ/rjXHFwOLaAgDBGgcxpamqeS9/6dc5q2uabbzZs8qk9O7auznCOJGYoNKMuwRCHy9G9+gBEghfAwTAw8JwjqxJ2Eqk+21XBCeLwU2pGB63wHt0YU4qJpjLvQNtvnehDX2iSfts4m3EiEwEAxyRLGEmOt8pgGCfHiUMC/CURGEbKjgd0yG9TuQZ8AL5xuT+v3UU/JAMYuE023qSCEdBhcJZ7zXJlow03qpVjaIWVbGTsXz7xy+VFL3xRNfR2eO25x55V7+mJsT/bhVMFWHcctWN58om2NZqu4gFdkbQTgAFsRpYjg4fkWgAKj8gNWmc+cJHT5jrwdk3QyWDpS5ICHwQlnGHyzxgAYjuYPEP+yRcDJOkQekmKCnbw2HZWOoQPEkrob7eF4JBDnsS/8eK1f2kr6BNoW50LZhq3XR3GAcvxdrbZXlFfmeFMcpAkFQWv9MM4Bez6hRnkh7z4TzW+M3jwycqhVwfjvJF3SbaNN35rTarivbmaJ6MIq8wTrkqskCV4Se4kW4wLP8gXmWccjR2/YCFM4TByZowPnRlI/bdV7IWrE6Bfco0ug8mnk6pjoT3VOJT2vTmNnCWvXpAF9JesEKwKsIxvrbXWrDRjjNm4nHe0YOA59NCO/o1fP0NVOmS3gWSH5+C3ZHT0uRvsai/t1IFPHLvPsIBc4B1HEH50i+/DJZ/cy1HFY1iHj+nLcWYU7ZIDemiFza4l+ieQInd8CzQ2LjtA7OZFZ7KSSq6sGAtCyILr5IEDSR8FS/QPNpNpvIxdRpMknzjIcBGNJXcswHh1jnPZLcbcnKvGi1zL7o+Pffxjk2hPZjm5dk3yaySo2AtVkM2ekHXj8o8JJGTQQx/kll5KPtkh5LxEEWzxjO/k1ngjz/rjyErGadv8mgy2e+zE6xbzZLve9rYtqw1Fb3bNvxNHN4GBAE0S2+IfPY7eGCO+4Qn7iOb60qc5my/e7bbbrlUm/XYNXJXkI594I+iDVTAsq6/0X0AmyCKHcFngGLqwnYKt2D5j0B+amrOKl8YFZ82HbwIDfHY0b7xm38kc3DOvlH7JJ8kkvJAIUfiGniEf+sI/gWMSiv2TT803FTTDMP4znLcq7p8TaCcBD4yVXOBPO4+OdtKRZfYgyacuvhgPX2K//drvNqIzPUjBMzUJdrqOD85NqeTZHCMHcFfgwjbxQ8QISd7zRdiV9trUU/W/J7MB5MwPt6dfx/iG6Ecn+YzknK7iOb6iCZqRGWNnxySf6BUbmuSThGa/5FPG7ghn8Vmb6M/eOM+On3TySTXmoH98xK5sTIlOM+O6cdEP/Ec/fl1q6CnIhVmSIfx857sVrppjw4uGB8bq7QsJGrJN7+iZIpmCzjA1i0gCU7bdLiXtLbroImW99datr+OOZN5wU/vk3zjJMl2mw3xTtgufybDS5Vc+px/t0A3+JkyPn+O+zGG45JN2+MJ8c8kPtrFfn+lPu/ALXsI2PhoMsuAnnmKP4GMKvcAHuJA3eehiYjlHMs//RM8FFpi/Yrd4mQyKb9DFd/4BfcDztij6aE2o4BdsYwP15TrMRFeLZ56B32Rdf9pFW3ZC0o/s82nEJHBbfMfuwMZuLAJ/tcvnginG5Lp2jVPb9EQ8xJ/jO6Q/fhDekk2+lGe077rkCTv4illnLR/fb/8y4Yknpyv59PADD5cbr/9L2e5921X/4Q2rr179gf33268ulkr48H/5VPDBfNGkt6IBfyRYPFTyCX/MH31sjGFH0Je/AhPJlSS8uAqOoZnr7I4da9mQAIfEhmwTfqrsJL1ky8mH5JX+whe7ttketlmMIalGHugoG8VudpNP9N44YTN5FRugP12hB3SdrPrHZE3X2u+e+W/ZsIWu4WX0MJiY5JM4SOyrxD9yj8QkzCA7xjXF5FMeNlnZXcEX54/QEVxV8smkOYp+V8hnRkXluHCSrE7IpI+0EAJJEcCEQAwMx5LxBZyKyeeYz/VEnz8h1LQe+zQ57Cl0mZ7kE4VEY9lCgR2DSqDQJWBE+PBFRpxQSnIBOuc9b9WQ0Qc8+CZTnRUSwgiUtG1bJ4HUrj4d9QOUOPIcN4ACLAg55cl9+lf1R9gZRckVThFBy8qMz/oyFgocByNj9fxIa5Qu80//5Mu/ux9u55N7jR+oCBI4uIIRRsGczUvNvPKZwQ8AmAPHB08YH46PI6eLrANy4KpNiTz9ATcJDEFsgggGyDV9defU+5kxiIKTXzqp4LX2gI6kigQHoEF7TpTrwJ+R9JqgvshKeCHrz0mTvDBuznecAiu3u+y8S9lgvQ3KnHPMVV76kpeW1Vddvbzz7e8sm2+6ef08y0tnKeuvu3656467SnmqBfhXXn5lWXH5FYtrL37hi8s3T/lmeeThR+p19/TWp558qqi952fW9++f+f2yxGJLlFEf3LE8+XhzgAAugLdSQB7wmQHgaNELSRKOFxpJxFo5wI84Nkk+ed5rShI/HABtwSu/S6YNMsMA+e0hTpfVDNjGeWOUJAzIUIIAfQs26ZS26RXgZvw5GfTdSoPkkkRMnGPj4gxxQGCyJIiEGZ3LuB3tkoIPAjSJJk4BQ0TGyL0xcjAET16n4cBm9yhbgEZkX/scF9csGjBkCnknm6r/yGm15NBDD6n2wdgE2OZovAINdER7+gN3JE1hWBs3J7kF+e7nSJFftPFDvwK4rLpyPgWXAnlJKsWc6Lzz8OErX/lyDcaaPrVgM7qVfvw+kD6MB4/sNrDwgSaOeCnYxjer9fDy2GPVY2swk63lST6huT6GqhxaMoHP+OV+mCiJYNFliy02r8G5+aeNOrmJf5xjd+z6InucaTYj88+98ISDTW7wrV/hKOAbG8GZyW8uGtPMKLBQwE6/2AyyBmcl8skY2vo9w/vuu7c63VYYOVDkNDaJvYV98A7ukUNYasxkSwArKBakWsgSJHheQRNt8leSfMprdy0Z+O5JQQ356K0J/PGLcyZhZnUXppJfbZFZNhDdYYExqOwB+82ekFkyYGUwcsiGCH49c8EF59fxmoddGvSXc8z24RkMgE8cajLKYYVBvquSO66bN7qQJcElPEFnvoBEtmASPTzD6dQ/+SdT/Lvhkk9sDL22GERm+XCccLpn/hxqNs9Y2Uh2i44ZJ1qxtWwUGeZTaGvb7batOANf8IqsG3/0wDm0IdfGRp7wXiKMLfSbFO5xno74zGaaKx2BP2krR4TuTT4ZNzzEN883GrbXt9GU3ef39tv5ZOxd3fUZxtJtOI4uaBGMEaiRCdct6LIrduCrkutwxzX4EByNzDjCO8kn9+CduackCcSXNh98EYz5HlkhTyp5wRd0Gaqgg92k+mIr8dD9AiW8FHzRbTRyns2lp6r+ekt4gJ/kgA/KXtAL7dATiy/Osxlkt5t8khCw4Dql5JNxS1jiJ30ip12eGuc222xdseiIIw6vPqKxDkeL3rnM6O8CdrZicIfLbyomspWxe7DHvGDiRRddWKvPnrGrkmyQAbgUmYQj/Fg/XIzW9ETxHPmUXMFXBbbSDbaf3yC+IGMCavQbCX38R2EBMJkx7mAxn1TSREIalhhH5KF7NA7X6C/ewWk7kCOr7qUHijmQEz4Tu9FbxDyS1mLM+EDdvnxOoWt0kW20KAFTnRN8w24LaHZ28rfRgt/Dl1ElG7RFF9kKGOXou3mIc+GltroxCBuHtjAkNsNnz8FIOmw89ELwL6YxNokEdOFTwKvEdokxyIGFDPhr4wg7YjzG7t6Mwf344ydO2Cr+mcS96+7Lve7xGU0kIGKDxVYSW2TGWGCbfjyvbdeOPOKIupC53z77lCcee2zSa3fTsvPJ63j33XNfOfuH55RNNtqkLDj/AmX2V76y0gI97Epnx9AIHY0ZfemWsaaiD5kfSfIpNPWsWJmukTc+DPtKP/20QGilbTRyD58URvI/+APLLrtMtfc+Gyf9goN8MvxGN/RT2TLyAWfpL2yI7NJpNlu87znn6YwqeUnP5p13nhoLOyfmsajK7mRxuNnWC6qOiVck7GIv6UR0Y6jkU3wj9LE4IJZgJ0eYfGrvrQpSZWVlDU0aaBkw5bK1D1hwEjn8AoFuldXG3JGUrMpx2gEexqhW2DnCiGHCAbkQeri2c8+0Hodru981dAF407PziSIzIIQOff2nOXRPlpkQ+4zOAuMttwSs7b/dYbQtyASagefUcMgJO2XiFHNe4nQAT+1FMShQdj5ZteQoukbIVf1GQY3JWAVdhNPuOAGa/gizrZvGzhlI8omSB3g8PzU1Su55NeMG7HagkBVOZ/ow1tybIxkSLOOPrbIcVvebh+o+Y9KX9imxlR3Bpj5k9ukB4FZ9tkMPzQTmgMePamoDkJP97J4BEJwjRtI1fWVO/Y7GStaVJveTJ58E8m2XzaI1ecEx5TQq9E5Cg+5q2ziAjsCZEbA7gGMB9MiEoi80++fNt5RvnnJqWXmllWsS6oKfXFBu+ectdTvrfh/dryz86kXKvh/dtzzy0CNlwpMTyhOPP1HG3D+m7L/P/mX22WYvKyy3Yrn80svrtSGTSaal9klMzYxzkk9LLr5U+dCoD9XkE8Mm6JXcWXPNNWqSHG8YdfgmOGKU0UqigzNKV9DIdUVgS5c4QO6hi36rw+pFHGs/CL/EEovX+8gE3sMHOsFp0AdDwInmAOMzx5Bs0D2r29rnTDP6AgLyJFBmmBh17cIdlW5aedI2+RAEBC8zfgafk2ArtqDTaqNALfMyN84DZ8zOInLe5K85l4yTZCenyqpdShw+dNW3H3e2o8IKkK2+AnPn2Q1jMd4c6ZAxu8cqpjkZdwyYPoyB3giUyLn7OG3ZiWBeccKHSj5JPOOxtr16isZo3fpqSS44J0HB0bI7ko7TLb9fJ1Dk5MEDRp/eS8alwkxOjmR/N/kUGplDq02vzYVhxgOOo3llLK4ZB6zCU2P1bG9BQzoscSPpSP7sFEhfuR+eTCn5RH7MtcnmjvXferPLxtRbetvvvT6S73AJpnJ6yDl6c7TQnk7BIwU2w1dyB7/pUQqM5qjRIzRKMT68JjOOEhEcaDRNu2gi4Sdx0H3tTiIYH+Frd0U9c86RzqCNwMZvv/FV8BIu2MnIWbOQxD6SfYGahGW36l8VcBmX9rSPNpI/xizppC9JC/6WAFzSwA/DCvrZslT9sIV2KrrWfstjq5qwkljSLprxseC/3weBB4J7yVz3kCnOrH4lwvHEOPoln9gS+pDkk+DS4ghsIsN+E4UM0019K3AMbdGKTMICmCt4TvIJHSRkJN4FiOwxujiPFsZILuAUubDy7JxrcBNPJY/pcwpbKHGXoEwgAGNgl3ZVxdjJID7hob4FeuYBs/leFkn1g6fsCDxGAzKlH/fjQ7/kE7oKvi1WfOITB1Ufgh6glSSm4ANt4HLDn09XvRTcwh980rexmzO6KMZvTkk+8f+MJyXJJ8Gm8Qm6k2CI/Nh9CYvQzkp+2k4b3aOFLj6F5G+3L/qJH2hCN302DjJFz9kEY1C07354yUd1j0VryQ24YAet3RHojs+wHd9hrt/6TPKJvzNc8qkrO/oQ/PFL4SUZQRu8Rk9j5YOT+djmjLU7/2f7c2ImcodWdJodHKqggUpHVJ8Fp5IXeMJvT0FLWAKH+dgKHEX/Oeeco8qOxSs6jmaRxTzf74i+Wfyl6xIvxqDww8UP/Ch+q3Eprkc3c4QVbCw7ZQcJPHNfanyRfsmn9KdtuEMX6TU9gEvmop+0VQdRSsUnuC5hYw70TDEntgWWkheLexZt9E0mJYLItvbcy8byb+IPogGspvPsOH8E3pBx1f356Qc8ZpucQyvjXmml11abiF7w+aab/l592yyEWvzQF/omziDfsBXGsYfd5JM+3Q+rPcMmGaO+0Zu/5XrG5zob62js3Wqc5LEln+asyafMz1jY1qOPOqrM+vKXl3323rs8Bju9cjd6zMTX7qbuN58kn0bfO7pcd/V15byzzyufP+748pG9PlxGTfyHS5JB6GwnDxvqNXJzVI011aYBMjaS5BNemZP5x1aSEX357hq/TnvmC+vEE2w7+0Du2Dd+NvznCzumkjW+BBlCM7RX8RBu0SNz4os7R34l6/mnvckneqENSVS4JldAp+k9/0mMCtPJvzbQSC7BP7GhY7GTXd2QfPJs786nZlfbGwv8Fm9ZmOsUk08aRySCRuAYKZMRcJkcpRUEMfD+swZwagA0+JpbV4mjwMMdgSEl4IhZ5TdpyiUgsSpqVQmDuxMfrr1n4xq6TG3yyXwITYDBURuUnTNr1wCAB3aUxJHwctQ5yJJPhMd5fOBcUS4BC8VHV+2rQIQjKfnEaOOR/qJAlE8yiXNmdYLARdgpJOVxDp+MBVhbRbcSsuuuu9Tt3IA3/QFEjigjz6kl6NrTZ9od6bFLH2MBjqoxMVYUmSEB8GTXyrG2u2DofIwf50NSLrQ3d4AqgFHJGrqjA/m3Pd7cG1DZwgoE2itytrELQIBMaOmI9oJ1iSuKLQsemuOXeXTn1f1sXEBAISMxqNn5xDFg/PGbngInOsk5kJygP+aIBsZBNgGUoB2wcZgZTE5G+tDPmNFjykEHfKIsOP+CZbdddit33HZHefThR8tZPzirrL3m2rX+7uJLauKovsL2xIRy5x131ntnffmsZZmllimXXHxJefKJCS3BZAqpT5Xy0AMPlX/e/M9y2623lccff+IZSUD94MwflqWXXLrsvNPO5fbb/NeOr9XAQkJHwhCvg1e+R7cYkTjOoRFQVS677NIaZErCCBLwgcPKIPitCw4Do/Kyl720OujhA5768UPONEPD6WMI4Bv645V73C9go6vGQ9fI9tlnn1WDFit6cMK9njEufUcfOT4Sjq5rt7c6L7gSGAvgIl/akkA2L4Ef54QRhS36FySxCYJOgWZK2j/9jNPr6o3ElTGQQQ4i+Sez2flEHj1D5pMwtzrCiFmlhRVpUx/57Ein7ZjgNFv1VLrJJ4sVeYaeoSN8oPvaNUeYKeFgRQcu4L+20Z0O0S0BGOcbDVQBmznYWRK+42Oqe973vvdW4+6399BYTdF+5My8Ba5sKF76HYXG++ywmVD12c5VeExnja234ImEkYBAAgQG6Ac/HVPMm0wOt/NJW5wJY+I0o1FrS7JufMUPGAIDnU9NH1N7jL1Eb0lLGGaHrKQimqKRoj8LC2hOV6zmOqdwuDn9ErT+S1/G5KjkKEAQCOMRfVdgbEs+LTEp+dTd+TSl5JO20ZUzJ4CQVJY8YLutPNIb2OwHjdkP9gr/h6oZq6N7s/OJ/KKLBAE8EGSefPJJFX/gOAdU9RktyLqEgO/wRfWDoAIOc+YH8LHYNgkGvBXw0yf9GB9ZjJ5Y2bcDi/0zttTooVdfknwybgk3viJ5snOE/YeFrpFLOocX2tUmHeGck3XJJwlqfcBEPo7X6uGPc+51VHyWAJaogUd+69I1fgd/VaKOPijGQnbJNjniXJsnGXTUlqr0Jp/ME1/pmEQ6u2n8Kr5bUbczQWAYf2Ko5JO+YKDdV+hPHoMxbLOgGh8EhhI7zuUe99mVCa/xMGPu0gOWSSQOJoQGE7Xudy//zfjgmDnAHwFEt8Lh8KESZeIfz6t01dsQ5m7M/BwluOO6Vy357nSAvloUI0f0xHX3Gi+6oa92yKrEnLFZnTcmiSZzlpiwa8F3PpVEFj/W7kY6N6Xkk3Hz+egi+krM8tucNxY2lMz7zqfzChjsNS7y4lq/gq4CcFjUElmDuNvv/uk5l7EaC5nWtwSnABRe0RPFfanmltqebz6Dz/RPk6vWAAAgAElEQVSWzrHR/Fd+M78UDpBtcsrHVhwl62aZ5WVVp9kvbdAhvz8Eo+lx6JT+PWusFtjgNH2VPGebuwUW8F9gHPyXjGzjbeNPX4JxCy3hORlKX7lfu3bs2B3OB8nOJ9eV3A//xA9w0/jgOVrluiNZhQniUfJsh3na0Ra6wGj6StbRwxjJOgyHH+5HA1jrO9sGK2CB+/hUFrcsXJqP6jqa0A3+FLzUN/2FC3x8uwDFLeIuY1fpGT+Fb4cneEr/9Km6x4YRz/Nb8T245ToZFgPhqTjGmNBIHGT3ivvJiLlkPu7Xl8UE8SlfxT12/ItH6JvfCXVOm/phh48/7rga5+6/734Vh8dJYCX5ZLxjx9U6ftJ/vPNf73rr+PLAQPtvd9dfc1055OBPlU8d/Kny1xv/WhNZd/zfTs9b/m/Bg37yefHRK2YWZ40DbcwDzdEGRptjkk98BLLqPrTMnPFRpfsSh3iNT3xHCW7zQweJeQsHZFAb4kr84+96xr1kJnx3ZCvxoSUUb6r96Fd7Kn65zu7TAzYvMusZcb7kE/lyXvv0EsbhlVjFNedsXrF4yV7CR/OHyeQDrpBl/TUMaTbEZ6WbfMJ3JVgTe+M8e1x9k3rHEH8yAQN8//vfV5M/DNQrXjFrDbKcp0Qmy5AzJM4ZsAk6mmB3oGkzR/cYmOIcYnIMJEysmAMfhhbQAQ8OiFUPzhMjgBDPxWL+05t8InQEX+BjRXH55ZerhkDSgVABS0BHmbMC/9vfXlSViOEh+JJPHFTKZVWT0DMynB2JIs7gMcccXUETcFEggEAxGHPKKXMuOAc8hEdbgjdOgFU/uyOAoMBbkoxjLLnC+OgPkJsD3jHgVvAoHYWk8FGiqT0mQYQWgFlfHGvvzwo6jdecVcqpr4AEuRWsch69tkMBBfXmJ+A2L0bGWMm0Z80ZvaziAWyKis7mIjgTYAgMgThgc96cALc2vFqVoMAqhGcpuPExagFifXVrU/ZBHYmyJ/kkqYc/ZIUumavEAJ00P4aH80QmXVcBDadKv4xoN/mkfStpN1x/Qxm1w6jqANO9Aw84sBx15FFlnbXXKfPOM28FUnRMm4BSgma+eecrc805Z3n+fz+/7P2Rvats0W19qk9NaIH3+T85v7bvd6EYSVgws4tgCF3QTBAkKcJoMzSKuZBnOsKpterK0cX39grdtXWc5hM+SD65F/gzPOROO/jAieC4tcBk7mp40Kk9336nhRzgg1XmJJ/aWBofyGQSLKuvvlp1sK12MSh0n+MXGdGuzwl06RtHQUBpXq5nlTS0htFkG9bSYXKi4C2M5SgIBDhGgjW7evRvezgjIjBM/+bd+mivXAgGJJTQHR4ITBhymJIFDHynK3aysC/0SwAHn/x2kvvSbo4ZIwzhpArSzjjj9DputLRCbldAb/LJeQG5JIExm6NAhRzQd/hgPOZAZ+ECXZYw5ySnmr8VLbjL0bQDgpPudT73q+7FB/pP7nuLudBzCRcJOYEWGvi9vd7C4YEZ6K26b5CfLRDXh5Ulv1MluRQ5C89DO/PmGEoocnz6FfdypMiDLfLmEL7CK/LIqdEOjMu1fm1N6zmvE5EFATe+GBPemBea0SkBKYdNYQfQhmzBwowpx8gM3OdIdZNP5IBjqc3sfEJPjhcMILN2sg5X2AArhMZM7sgP3CWbMDZYINjHg4xLmz6bX2r6cZ4fwDElI2wrjBCgwGR8JgcCEbplhyW7hCZ8A4G7efre7rmi/paDsWmbDZC0gb/my6mVSDBmMozexuRe88NzAar5eT1GopDdgwHmTqYs/ESHtOl5RWIUjqKJORkD3c05/HG/QFPCTj9JoMJAQVSca+33FvOHie7LQopgkJ8iyCVPitcB0Ub7eI0X2tO3eaa6FybAULptfH4Xkm2Aa+wGLEwVnDtnZyRauZ9+J/kkIEsfaIIGXkfmZ8ENr62psMY5QYr5wjFJJD9EDqdhl6MxuY/NEciFzsZtDjDD+CWf2IjYuHa98bS9+rRt3cXB15Fk4reqFkZUCyh8k9DFMX2wcUcedWSZZ955qg8B7+iSe4wnVTKQnUQPv1EiScKuCqa17Rmyx6+3U5+dIQOO7JdEkwUUem2HqGCIjIoF2C22iM9GtjxPNsUjEhx8Qzav1eaHkD1yTrclX8lv8KF3nuaKn3YPklW+M6zpV+CUnZkWifhg+unypd8z03MuYyVXCtlkO9GLT95bwpfop+/RJQlC/w6e3KE1G0NPLD6gscVo2ItfbBubKdmMF/vs89FJQbsAFS7jJRnnJ6U/48QbbdJJco1GvQXNxBkwRd8SyvyHyJOjNsVA/CaLd+Q99NCnGrqIR4ypX/IpfZNluifZJRgnD9rQpsKvsCvFQiT7QYb12S3uJaP0CJ3onMUOsm5RPljjPLvpHj4MuYGl2oXZ7Ji+4B8fTEyCF+wTGeS7ss9sMdpIdLBRYmf+p1gIH8SAMFlimH1jx/WVWMsczRmN6YpYzT1+h40MwBq+o6QJO+M5MU70zxiNDw+NBV7AeQkMWAybkqAxLgkreAonb7/9tposM38045uZB5/D3JxHn24s5E2F8cPUBwbGFfXRhx4uF194UVltlVUrvT5/7HHltltvLaPvbW+amAt7IDaCHXIY+jE//dId4+Wboyk55J/BSHKomi/7aYxo6jm4ucWWW9SEKPvMf2TP2C/xGkxjxy1shw98R/EXHvCV3afdu+++q/YhqUMX5UHguTi1X/KJbfZ2BdvA/pF5bUvMd5NPdCKVvEanxAF8bfEwXTE/58iS/A++i7nzjKMKu7VBXjxnscJ8lehP7kWj448/rtr9YXc+eZhycTD9lxagTlB32OGDNYCzaiDo5WxYoeRgxSHOhNLpcEcDxAgKBrASVHGyCCQhIBQEm9NLARlUDpnxACDJkudSodTTm3yK0jIogIER9lsM5m11QtADpIC4zClQIqCAD5M5HEAPWAqOgSrnVVYT/SSWJKfWWHON6kwBXMYiCk/oBZ2ARqYdKOA5/nie4h500IEVOPCPM0T4GXTBPacXIK62mldvFqrKaw623Eku6i8KHzAc6dFznE2BseQaB4/BRwvJJ4poZdB4jYPjxxH1nLGaJ2C3kiWAZwwFYu6XwDJe8+NoABrjAgru4bRyfGxL53gChO2227Zu/cYDuuB3V+iCykH0HMPnWSs16INXjAPjASQYN+PrrQwWfVLoUT4LJrSDN4AG3xhQgCnAEoT68VLOGl66DtQBSMBd0E+Ousmn6CqdArxxgvHO2MkaABWYyf4bD6cEoAIeSWMBKz4nUDYu99ELTiD6oxv5YxwZI+Oa2UUAz4gwcmTYeH/0o/OqU2DHDDqRTRjDiWN4Tz/9tKpvdIne0S+7ItBJAdj0S2KRwxQ+MOKScXiMD2QVhpmniiYqXWVs/JtjW6c5DQp66QOtwgeG0tglciU+wgf3uFfiwm88mBcZxQer2YIYCRNzDH8zfv1wJhm/bvLJdUaKHNA1Dh45IQPZBUvP4Jz+M960S27NDY5px3VOO51jpOC2884lSEdzTi7MY6jJHNxiAM0tfTgqdJn+0FeBuNJNPsEktGVbBBBkuZt8Mkb2TdKL02Ss6UNAzt6wa7BFUpmjC9PMAe05iuwUDHK9t+6446jKOwa6W/RBTwUqeIpXxmas/Qqamuspp3y9BmR4ZbwcETR0XaWHHEF0951tzXxyD8f3f9u7E6DNivJe4KnkmuTGGJcUghJRIghoRQVRAyrEkkRT4EJcKsYE4xK5aAIGBSOyWKUmggKyiUvUXK3rHkBQo4imFJe4IFEBEVSUXfTKvs4Mfe/vvPN803N8v3e+2b4ZmP+p6rfP0uu///3008/p0y+s9D3YzndQPBjHKWLyqAN3KTjKzeGOe5VPhVsTv8rM9zlRb3yq8ktXmQ47/LBhLKQ4OiydX2F8Wnnlk7hkj2NifNphGBeU2zMcZ2zRx02I8ABOdJsyPhk/pKEty1Wa9CTKmTHDJNVYIV1leuUrDxh4w2BBrhgr8A6m4vOnuaqvNjXmw5ryy1gkLwrminaeyAptwEmXco2fJiryq/R63wQOr+ThvnrPZ3zCBWONPSx8Wu9f4xgHGAA4Yx+DsQlMTWilWQfjG53Di0T5WfWkvYwT+pqwys5YUMYnstZBbpm44IOxcjzpE0YbwpjST+461JtRwttWnJe+cYouy+hArhYeQ4ROYXZtjOqNT8LihfzJvGnOM/gLayz34o3MIdO0c+VnxbTJG9nCWNDLDvKktkX4/d+/34CHcGSPsL0zrhhHpOuo9JVD+Y13k0/hVqx8KkOMMQof8d64U9zRfr1zv9Llq4dJlQkxfYfeZXzQRyqcOBWPLz2+MPR6W0nQ3wsvmBkTTj/99GFMMTlVbpzxSaj2hb36ehHCcCgs+a9vkBde8Okb/q2LvoVbE+PTCqMivZPR0x9k4C95gPezDjyiGxjjvWA1TppglVxXZ4e5Cv2YjkQWWJmJI+vrKKyLb/3KJ+NAtZX2Is/H40FNDtXD2KZudCTzOitcHvGIhw96EL1YX5SmORojiTHLCxjzCfqF/mVM82LW3r/CaS9l0Pb0IvJU36Zz04lrdcU0fMgI7emfL81htHMZhQpv9ZInThXXCpPypV3GJ7ouXcJRaVTeMKAP43XfT93X1uRozT3t7Uj2jg9pqmvFVy7jOqz0dfc5uNRchC7OgP+iF/3tsLCDXmfM0SfpV3QN/15GvpJFxmz6DM6aX7z97ScN/Y9O+Od//rQBJ/M8fYJeRFewytnLUXoWY1HNs9SN/kZflDY5idvmU+ZEZAeZS/Zqe/GMt+Yu5jLSN97Rk7Sn/iEd9RWH3qh/w0/9lUn9+FYtmlsZyz3z0sh4hUswU06cWWk+NMPwxCjVG5++8qWz2xN22WUYr7bbZtv2khe9qB1x2GHDGGqMMy/FK/UlB8ljMgY/6FbqaA4JSzj48koZzQHMC9WXfqkN4HLFFZcP5Va/e9zjfwxzdmHp/xyZbc7BaNsbn8gnK8I8I0eN9cpHD5G/8Uwb4oO5LH7CpNqQbMIhBjLjrzFVnzS+2f6Dvt4bn0oOT+svDEhezuOB9iYf8JWeaQxeEXdilMV36XCMyuwUuDSf8Ula2puxcabxiUAzWWKAMMCwvmkcFjGgmIAQ3t4wEFrIagAzmbDsXUdW4HIUaw5oDsQ3aBJqlHBCSTqstAQfwS1sCRG+tAxYwDQJ0wGQn0JSZK3NUceCYTGvYadTK59BEDlWdagfIvWdjYCBEUWNMqITwIhwQlQTIwKFpdkzb/0IeJ3WZIsyhuzaCjEJMGFMqhHekkOkNhn87Gc/MwhFyiinUxnQCRRpEyo6AQGME9KmNCqf8AYSllsDk8FFfjo3jsiPoqIsBBPlD1f6TlSdaSG+eDoKZVjZyhGG0ufqnvpRjAgYaVf9DAze1DEcCA8bDtfhQXEjJExQ5CeeN8vqYsKpbtqCg418GINMDnCR0qGTvepVBw7P5EGQV/nKhwnji07Zt32d44TOXQeeOBiflJ1BgPCn3OOCQZKC75qSR5By8Ofe+MY3DPcJeIqc9vIPRvCUNiVFnupNiOhv8CDECEj1VHb9nmJPGIqLn7CTh36ufQlA4RngpFfC69Zbbxn6vIGGUH/e8547yJWq4/rwDfje5KiHiTcBS8lSVn9xDy/1ZGxlBNGO+hHsDRAGEjLHwGyAIkgdZXzSL7zJfdObJrjDvpz2MHHEw7rX+/oNHhgsKFwOWCmzv4fFJwMdGUvJqHbA973/Yu8BX4qvyZR28XkPw7B/sFHHXXf1byvbD2+/qh0od+Q5XisbDlsloF7qTD7rL96OUyIYHAxqZI+66l9kkLciFHhc1649V9XDNT5Jr4xPeEGZxxuKrQkGHlNcKXXCkmMMPNoD9sYiZZYen/vpT38ytAc+esOIv8Yn/wilPtI+6KBXDwOitE1YTAQZZLU7zCgfcMRlcpsjdym6DCuwOe64tw18oFAzjkmLXKdoGLfwyhsdrsIKp+/ADo8KV+VmnCB/5evvmsvwVH17IMCUHzgaK8UzuaHgUUQpeH1c5+VgSZYYO3/xi58PcgYPV2V8quwrnbrmK4fVRyaBnP69qglcH3++c3nVhIjxhOygcOFof2gj7UcR9gym/p2FfMWt8Wd30hXHwTChL1Di6SgmvPKi05DplDhcMgkzBpAXlCo6Bp5z0jAm448+ZNJnnJM/XKo95EuG4jojp7Y2nnoZYuKM4845xolyVmIYr2AhLQopOe1NcrUHn4wozvK1NZ/cwGfKPG5pr4Uc2rCMT+RNyWt50SeU3WoH45zJahlj6SFkvxcJjPnijQ/ylf5gRYhPUfUNkxB9UfnU032rtCjcdCd90AFjmNNd9Ed8lgd5Qs+CL/lAZjMsePHmnmfa1rhocuyeFUpwMbGz2oAO46UBp48UvvJ9zWsOHjjh00bY1rP5fNj7BJ/chCV+mbyQOdq7lwGM5DjEwKLcXMkWfZx8IBPJWOOKe+RO78TBVVyBH9lYZXPt5YP4wvVGkDI+0TlMpLQdo6G4+lLxqDiFh9Lm1MtnTPb/IJv1GTqHcaLyLp8uITy5w+fI/MnEaLLiACYVHuZ1zlc3Yx2OKL+VZ3Ch7+o7eF6rcD/84Q8N+Apn5Qa5bDy/+OLJJ1vaBUcY8X7nd/7nMN7qy9LAJWWddnimLHDRTxlejYEmk/jlfoUhk0xKYS4P7TmWXdPymHVP3upEztMNvPTjyIhyxnhchpNxmdHt3/7tfcNzOGnbchXf55o4ov5wofPoX+ShMViaVjjCSN4ceWjc8cnp619/xBAWf7WRNlFfczf6sTQLNwYi8kQexnqcMy56Pu0ornnhpLxeoBnPbe2inqWX9fGdl8Mzf05Bx6fv4JEyzTI+jcuhTaVjDmBsoOerO72NYXR8KDMu9HMM7UOW0ZtMzh34DvPS782fyEKGDbwx1tBJ/DO1a3hx9ENzD2OecuEVRy4zVJAV5nn0Q+HVt4wY9Cg6kvmSdlHGcjAyz/PMns7m3+JLj7w3ftQ8T5lxA0e8pJXuZptN5npkAb3E3JC+K4w8yHZ/SsYAQ28ka5TFp67kO31Nn6xnntNz5VkYzfkLMD4xQt1y003tnG98sz3nL57d/uCBW7YdttuuPWSrrdqWD3hg2+pBDxrGFvkx+OE1POWhP+jTdABlnM8Z5+kQ+noZ5cg/cysvMsWDRc1By6fPkBvq7TNEPJYnHcG8iVw07mlD82fzaHEKU3M+toQ5PJZ/solDtlqwcnH33XcbeE5nsJACJ8bGJ/0Ev/HVJuj2fTWGGKP1M/3T/L/6YfWrktVkJe4pC2eOYnw1n5tmfBr3FdczjU9ApdyqkDf3lp2XkDXhLAUcyXUSjrA3qFPMgUz59+bHhM1bG9ZrnVBlAInABKVOjewm0xQHky0dVOWFnYAwGQQmZP76MODtttuTho4ibxsSAkDDiLMhD4O2Tq5eiLymxqcimQ5PKXv/+//3oLyxFFuRYRJjYkxAM9axoJsETgjxf9uPfvTDYQCiuFDaTBIIU0TThhQiAyqlVuchLCpP5EJqK4QIb5PP973vvcOgpPMYaEsAlk8ZN8jJzwSHUNXe8lMuA5pPcJTTgCSvEoKr44tHsaNMqreJAkVu4n+0ffzjk3PXlj7imkFIvCornwJImAtnomlp6mmnnToIB/Ubl0kc/YISUBNTFnxvzdWbwKVoFYaTdjtnUJTUmzNR6ScbMFEGbVbxeh/f8b+O4rY6Mfh4q8FazaBHmdcfGTEst+RMinpnWWVdC2fCsPXWD5kzPhGGBs1/2P8fhkGfMBWeoIWT8lvxJT/93WA8Gbj+YFDsccbKIH2gFA7xTYbUiyJLjsDJc2UmIyj+6/OgwB1z7DHDoGFwx2t9imLvzb2+Ci/XBiATHliXoi6sSZbBgdEOPxzajtwySaUgSAvGhX/58OqxrzbgazPxTeTL+CR/58pj8GEoFpahsTh0wAH7D29wDFomWGSNQdUE65JLfjysFiJHfbJBUVAWfRKv9UcbjVNoKD6UK8YZXCvDLKMYua1OBkHKIyUCjyks5Lv2UzZv7pXXarj+gCE+aHODLOOYN6PyJfttQGjMMLk0GAunDNpLPrh1r3v97sB1bzAppD4twh1peDuL/5RseVkRoq4MQ9pUmSmdlGhjlvvaySTV5JnBGf7iiQ8XY5C0TXQodr1zz7hFMfOGm3KJD+6Jwy9HWacAMkiZ6FFy1LNeJFA0ycp+oO+xG58rHzkBe5ygoOAevpow1iEc55DvySe/fehjeK8fazMKDiVxdY9KW11MTmAJP221toe0tT1fHSmijE/kRn94Tr5oK4Y/YxvDKYOaicp8E2FpwJ/iSBeh+OKEfmcCRdmjS+AMJ3/Kmz4vDlm4ww4TX38mx8l8fURYCqS2rEM58ZljlLEymHInbcak8p331/qjcYFySA6Y0OE4g7601J0iyFEEJ8aByQRanvq8tmFk8ZLIGLKQQ5uSN/oNXKsvStPLJYolDExcjW36K4djuAUnY4d444Niy1DBVx7jv/qYPEmD0Y680S8ZqfRheqBDfckOOgh5i+vSkJZ/5yEXtQf5NpGzk39SM+mzQov84jzXvnhiQuDtN2fijDfG8P7QfxkajO8LMT7Rc/RnRp+SCeSxMZZ8gYs2lQ9DATnRyxb5cdrMmGgSA1MroYQrucIXjk++8MsYo/+U0ZI80pb+IQ+P6qgxbWJ82mfgLr5N+IpTK4xNk/PJG3C6AX2K7NEvYMr4YyysfisNzoFPn/zkGcPLNfVVL5MkK1q1MyyqLBWvyu+aDMAFE2B5awMGQW0MZ/oIQyj5w3BL/2Tk9emj/mrsMA5K04tD5YaHtjYelFypvAuf3q9n0hAeTgxbxkuGRW3eT8oYu8ybtPsHPvD+oY59eqt7Ln/tZHwlI4zDZIF+2Dv1xWlynYwxn6qXA55xZBdf2XBKHyavGFdwjS5rfJGnPsdpQ/MGmJGRdD7jozbHDasicFHeuGpMUlb6tj5qbLKKRLk5PDb3kPZ8h/xxmK/d6fkMFFtt9aA5HUZ8z6e5D33og8N4QMaTS+aJcKGv4IhDvFmHtvZymnwxLuA645pPSHFhfFj0QJ7hOb6qJyMK+WFsonM5xCWfXcuDgwdeGZvoUMYlLxLNZ81JvPiouZ05iDjlS0cbmMtpF3NDurb5JxnLQK9vmCeZ+5k3iVNO+9LZGWHkz9AuP+l5saqdrQqqslbe8lRWnwx7Kac/ysPckP5Y4aWPY4xJ9NZydDnzL3kz/JMrdAhjqjmjfI0LlQ7/evsyLf+0bj6f8enmG29sV11xRTvjtE+09/7rv7bPfPrT7SMf+lA7abkBnzw/5dRTBmzgWA4m8lU25ejnaTCse3ztZeFMzSv1pR5rc9B+HlpzUfMO+NTYKU/4yldfMW5rQ/NnY7B8zfVgWHGq7WHiM2Z9lo5grDOXF1a5zFnw33zN+Inz+izfi2IvAmr80EfJDA7nlGuiV5QNZoWBXt/DFelKn7wjW/UxL4pxzDGtj7nHzTQ+WRK3337/a7DAArkSU6A6ZMLwoVMqPOXEgE84Tt7qPmgQWISWQV8BNZxDZ2JpJwhNSEzmCfL+qIKW3z8j8ClBOrp0fBrorZpJi/Ab8tA4SMYSyAiHHKs6lJmw7jtbf65e0kUeg7AJnY4tjAkZJdR9pKnONCHn5E2WZxxhjsTCVDqwFK/Pr9KgIBCWk7wnqyKkUc97f5LfZNl5hRfXfenLr8qp7O6tqRNf2aoOcJH2RBm3zHtyzp9W3qqrNNTfoKANhIe15+qmfBW2rtVJWHHUU1vUgEIIVXi+tDyrclU+k7wmbandC8c+rvPKq/gjnsOkx5JcE3hCykBAIBJWBg4K7jRXb774BL6JDqXGAO9QDkoiRcHE0gAu7V55hRll2htVb74o/wwe1X+rjrBj7DCAU1AIRc846enzlgObAFa9hkKshx/8sDrCgE74y4+gNgE0KfSJlLdqeNUfwuEHZ3BgOPDX1ya+jjJKwZHQlmaP8fi83lby6xnDqXY0OVIGh8GDIkNumogR8tpB+ZSJg6MBRDvAkFJu4mPFk+c4x4c1jphkmaiovwENfwwY3lrJHx8cnlGwGTYp6/5NSP64RVmo/HHboErum1iafE+TddXmDOUUQGOEFxKwN1iR4/AdH+JRmKxSM05QjPQVOFCGGexMgqx+VWblOuuszw3PGIWU2SApX+1PMTIh8eaq3ijiOSOMwd8hDJmtT5jUkOHK2bsyuNQbfAp9TQQe/vAdhr/KFd65sRDO+iv+m1TCypinHvq3ox9Xhxur+KEgMaopi4kUJaTapXxJUBKtrIQTJVrePjmxlN8KhrU58Ootb33LMHF51atftVxW/apivjp5VNm98MB7is24T0oPD3BDO5kImvSoI36TwZVO+YUvjms38oj+Qmbqz7VnD2VsVc6knnHBGO9lBKMtPYSyX/mNffxkuKQncV7oka0m4c7r2j1lMRkwtqm7SS7ZQCnXJ6pfj/Ooa5yCH8OqPgmrhRzaU71wnizTZ+QnXbKdPFK+8Qoh6TN+wOF73/vuEGecH4VaH+YbPxxVXpMt/YKhATf1HXmRgdMO8dSRAdpEV1/ivPSc5bwNhiVHZlQ8nw9JB5/6wzhotZrJd43DVeaxL54+Ln8rZBnMa7WElxbqqN1gTFbjIOMArHGYrCgjgXP3yUm6rXPyRbheDpWMYUw2WaHnlB5ENuObeGS/6zrK4IP/2tO4QRapEznM7w/X+g8ummTae1CdxJGu5/Ll93HpL1aD6pfGGY6BwudBX/vaik8eK17vy5/shhFjkrrpD/hJtuu/XrZIU3tajUzfMXkynjGm+AdB4xEOm8+Ql3jGgFljel/evs7j8+oL4pks4wxDvvQ9q/SMI/q08dNYsi4O/UA/9rIEZ3FXnV0Xn/mM4MZThiXnXIURh3Ot7bys0nZeUD/zmWPo7F4AACAASURBVM8Y2oSBWTvDRH3gZrxXH/M5adMTS5aWTxfSLsZLMpuMFZ8ueeKJJwz6Ff2ILii9VR09D6p95EHu4sNBBx80x7VpYfUFvDfWldOPrILEoYUcMD/u+OOGvmHvyeK6uJVnn4507ZtFXyuuk2f+6feb35zMnys8QxXdGD76iH4lPvlANrpHTrjHmWOQsX0cYVxz4ntORgkrjmth5GF+WPeFdX/s5Fuyo8Lih/hVzkqvridx+rnTREaM03at/05eQk7CK2ulp6yewRXn+rJX/pXnrD2f+mcMUEusVl26bM4to8cvN6rCyEpbukKlrTzwVC8YaA9OmXpX99WhyicubOtZH7/uyVMcefTxKq56V9jeH8fpy0vvc+1FDHlvnCl+KgP9hA6oLSd1mPRvZWHct01K9RHGaUZT4/tE3q2Q6ZVm+W94w2QPMoZu8ekaXqYy/leY4vs0f6bxSeEo7SywKj/tmJB18nkIQAkWCpi9DihbLKcMVxxlylLLUij4Jk4mawQ24BV6fEyrSN0j4IAqL+kAemM4NLIGZGEliJF5VYc6VadDxvlckbb3+7D9/WnnDE86XHU6Yfr4dV5x63pN/Upn7EsPZzidtlzd6/1pz8SvNMsiXEa1cVkr3DS/D9s/r/vKUef98z7PyreeV/je96y/Hp/PF9fA0feLOvfWwNtik4ya8HuGe9P8ioeHzjl93NsKBqQypujTrOT6k5V16u/e+HAPXxkyGGWUZxxOWXCfUi9Ng66DPPEW21s01nNvftb3ob6EsbwnGE3eZCq7t0S9UWUaVuKoL0zIGdg59HNtQJDjgQMO05w0pjlpMeJ4c+XtSaVx4YXfH5SecTtQ+nolUbmUY/LG6PJB8as25stTH1JPKw2UzbW3URR8xi/y2WDsUA+Tckatz33uzGEcwFfpTNKdvF1XBnh6m+itlfKOOSC9Kos0lNELCDKb/GeQMdBOO+SnzRinGL6MLe6JY6JBmcVfE48ao/QjBkE44q4xQv4OOJuEaHP8VhYTBGNRlZuSpH3Fv+iiHwzOOGhQ53P4aozj8Jqra8+4PqxyG6fkYSxUF2GUzVH4DBcL/BFXXbTpNGNL1Rk3TIqNQ946ytsb2sKswi0w218JBitt/41vTP5N7FcCrOaNwsKqFxswM9BOGz+Fs9z73//944OhRP9TP59iwrnS6X1FMcFiTKjJBE5Q9Mtppzrnu57Pkc3awdtwMri41udZ5/KpsYRfedTYNvbxXlw+fL3NpkRWerNgVX/8tUeYfl08mxXHM/KZQU2fwukV/X1SDjxbUc+JLKvy4Jk6VbnHeZmw27qBPllhKi4FmjxgwOL0T+PKrHIrm/yUSf/lr4kTt+KXDKmy2z+P4YY8qXG4yjz2xdGGys5wZ7Wpt9hkq7FV2uo94ctVAw8nMmYiL/Rl8hPu7o/d+D55I4xPzMj0mjBUueTlBa+VSWROjb3KWWF8bvGJT5w21JEMd7/GlcKg/MmziTFCHfV7deo5IkwdztVV3fHXOMPpz2Sp8jmEm+Y8I7foJpMVrybnSweZbQU+PpHhXiZpH3kxprmmW8CdwVQchzGGHO71FGVf6NGXUV+WthVJlQbfNcO1lzx0fxvBr4tDHcgMPNX/iq+ry/ee69JzaEN9D57GPvXsOeDaWEGHg9+0Pql8xl3zO2O1fiCesHDS7gx+5HjxZRYuPdZ1Lp764h45OOtQTtwvecKXf9V5Vtx6pk5kUK0g0uaMtrMOfUhe9EF19oLROF9cr7j6IozoQ3BTL75ruldd1z33lZ3fO/fK9ffrXPxKo87Hfh92fN6H7Z9VmnWvyjCtjBVm7E9LexxmfH39dde3G6a4WgV1AwNQrY4yr7z2unb9L68d3HW/vLZx13LLcSmcK59V1WNcv0pnjIf06lml3fvjdDzr8x6f9+mN0zV26sMlE0oml1wqzlU/6v3J3O2Lgy6Eq/ou+YL7fbg6r7T4xit6JF3+9NM/Mch1/b/6vjizjpnGJ5FVoAoyK6F6VoWsuOLPcoQT18er8z7NOufXc34dVU7+xnIoC6HD9WWdr3zCUOB6ko7Pi3i9Pw4zvu7Dznc+jjO+7uONn8267uP15+IYlJDVwGaiUY7C4V451/WswhrkpdGnua7Ppd8Lgapn5WOQKFf3+NPi9c+nnVfa0/zJoLeC68V//PKsntd9PuWhXN13ra9RwuqZvo2f0qi+M4k/6ffuuR4flWb5q5IRk3wnb9GlReh7O+VtHiE2Xz7jfNfF9aR+K/BR9r78VadxXnVfWfvyOl+B4Yp0S7bxSw6M/XEY7aAsDvlV2So/9+pZXx7paNOqRz0bAi//qfSkVWkIX2UoXtQz96s8la88HFWe4pTrSRnml7/CVDg4VN6T+5PBbki8k/ETnk64WOkrZ5W58JRGlZFfeTkvV2l7Vrjy+7jCVPj15ff1rjLJa02Oqst8Za36VJ6FW2E5wXdl7Fe3HMogPXmsi6PqIr1q3/nwcV/eFa7qVWlM86WL1+L0zwuL1fNXGPqLR32aq3Ne+fZxqv2qfso+CTd/P6s4hR9MpLmQQzjxqj37sozP+/IuJG1pwr3K06dXPPZsnPdC0l4fYZRPWWA/wb0M7ytkSl8H51WPai9+1bfao9pP2LXlTOXZp1NYVPl7zPtnFVcZhenT8Gx8TMJPZIW6cO6NXcWr+vGrXct3r45x/P5aHn35Pas24RemfId0e+xdi1NHn3bdW12/0puWFsO21TmMD15m9fVc3XzG4afl14fpn8867/knvrDKCUPPKm6fdj2vsPw66rye9ZjXvWor1+Uq/nx+hStfOOeTcq7gz7T4ylBcK1+8Sou/qqPCikfncA2fWYewlV/5yjI+POuNT/2cgG5cRpG6P54X9POSOh+H6a8rnfL7Z3Vez3q/nq0rv0+7P6/06546MRKb+5VjYD//vPPbBVPc+d87r50v7He+0y743nntyssvbzcuNz71q6Guv3Zl413lyy8cy++fre551WPsVzqVx6r8Cj9Ox3U9Y3wiI8m9Sd8oHWHl/lx8Lh8nnU/4PZHnk/grj3Nj7tb1fFyv9PmzjlUanxaa0LRMKu5CnlXY3q947vXHtDD987vquXoxPk0jWk+2It3Yny/eOO60cJXWOGzdXx2/T1+8Pk3nhK43yd4M+NTHZsj8clbDWL7HOXffJzY2TXPPpoPeanlLM05/XM6+LKs6H8et615AuNdf9+cVfnX9Kte0eJ4RLOM+gOOr2w/68NPSW51+M06rvx6nM+0ZQalueFBlKX8cf2O67usy63yi4K08CEy716dBSSnFrb8/7bzHpH/u/vi6DzvtvMLL24CykKPijP1ZcStshalr/vioZxNMVgyi43B1XeFX5QtfYfrzutf7lfY0vw9X5xWurvkb6ujLMO1cuSZ8/FXFeE3K3OexJvHHcSo99/vzClf3xn49L3/8vK7r+er6FX9d+tPKIH3tw3es6Adr1l6VzrS86t4kTzKo5NbKE3fhhOldxV2V38dxPu0Yh+nrPy38urpX+U5Lr/pIhamy99fj82npuLeiDVdMgucLuyb3x+Wo68lLhZUnFPWsfPnVOb8/6nr8vL/uz8dxPRu35Th8fz0+pyuIPz4m6RqzJp/FjOPV9Tje+ry26oB+O5/OtjZ5V334a3r0adT5QtNa3fB9uuIWB5zfFY+F1L/CjP1xfRmfzB3o/PTg0v1rLjDNrzDryh/n0afbl6m/X+fzPR+nOd+1dMbP+nv2QLLy3rzPJ7Z8bnfzwBnuibvu2p71//+9+/+8/wPtphtuGPaH4pe70b0ZX9nou9y0eV3d68s5rsP4uvCqOP11nVe6lW/drzjSrNVwZZjsjZOMTxMZOZHxkzGrxnD+/PMKvBxzdXw95m5dj8PVdZ9mhZ3mbzDj07TCbOr3NB7jUwmlnoR1Xs96v84rzDRfmHLTnk+7V+HHfoUd33ddz8Z+H1YnYziy/NpGh75P53xPPp/bZ5/JX1YK582SJbWW8I7zme+6z3/a+TjeOEwJhrrvepqr59P8cR799bTwdW+WItN3+FX1nwrb+6uKM9/zPo3+fFXhPV9I+PnS2dD3+7Kv6/NZg8S0vNYVFuO0F5puxRO+P1/d+OLOd1S65S80XIUf++LXvf687vX+fHnNF6/CLzSNCr8Yfl8m5466ty7yr7Qq7XWR5kLS6PNd7LwXUr61CdPXp6/n2qQ5K648SgaV35dhVtyFPOvrMC3d8fNpYRaSz+qGqXynxatn5U8Ls9B7lUb5C4230HCVbvkVr2/Lejb2he3vVdyxX2HG92ddVxz+6h6z4vbPKu3xvbq/uvmuafjFzm9NyyleYbXQNFY3fJ9uxb0r4dOXf6HnfT378z6++4xPPhkuHb/3+3nB+LwPNz6vsOP7811X+Fn+tLh9eM/7a4aS/np1zys/xid7i9kX1B/c+Pe1we3zwva3M90+7ZX7799OP/W0YdNxn+OV4WkwRo2MT/28bjyfq7JM81e3Xn34cXp9vuNnfbzxeYVl8C4D/a8anlY2Qk3jZH+vP+85O+28D9ufC1vX0+LVvZnGpwoUf/EQsOkao8q0PSYYbLjxs2n3poXp4998081tVe6Wm29p01zFm/WswpRfYW+95dZ22623tTtuv6PddMNN7ZqfXTPnfn7Nzxv3i5+v2IOBhbc+bSvrLwEnXWlVuuvTv/XmWxtXedT1fH6FW1u/sFpyx5J257I7W6O7rYUrgdD7a5Ne4q5dewS/4BcOhAPhQDiwmBygS5RbzHyTV3i+KXKg17f1u2VLlzU6/e233T7Mhej5/fzCvKHmTWN/1pyiws4K0z+r8LP8PnydV/jxdd1fU/+mG29qvZP+sD/T8n2arvPJnD2c5nG1p5PnjE4333DTVNfnUefjMlfdZvnjOAu9Hqc5tD8OLJ/P9tezzs2juaVLVqykXYlro1XK/bP13Q8rr1n5xPi0eHalBeVUb6nWq7902SAACcHFdncuvbMNjjHFFwTcGhpUFrvsi53fHFZLl2O1hjitKb6Jt+bcDHbBLhwIB8KBcGCj40DpXWuhe210dYputMZ6dNpyEWXU8r5Xxt/S8Rd7bnFXyA9Ga8zNZa0tW7Jsfreque/yT9XMw+faqjPar+38fFqaq31v+Vx6bebQa4zvOpC3MT4tyCR0Nwq0DkizIQmbvBdxoAxX1nzwC3bBLhwIB8KBcCAcCAfCgXAgHAgHwoE5DsT4dDeyKy2oKiH/HPljyIohKxwIB8KBcCAcCAfCgXAgHAgHwoFwIBxY/xxYZ8Yn3/jVvxksyAiSQBsGgRifYnwKB8KBcCAcCAfCgXAgHAgHwoFwIBwIB8KBReTAgo1PNrC++OKL22WXXTa3k7nvHid/LfjLYfd+1hRGKDuv//SnP20/+clPhg2yV2VlkY5/ebP7P9fv/r6qc+Ft0L3QvwjfZC2aq2qEPA8CQSAIBIEgEASCQBAIAkEgCASBIBAEgsB6QGDBxqfvfOc77XnPe157zWteMxia7rxzWbv++uvaG9/4xvaGN7yhXXXVVcPf9DI+XXLJJe1lL3tZO+CA/dtFF100GKSGjbuW774+rgcD05lnnjmkvf/++7d99913iC+NWW6//fZrr3jFK9p73/vedvXVV4+TnX69iJa9jcrQNR2N3A0CQSAIBIEgEASCQBAIAkEgCASBIBAEgsB6RWDBxqezzz67/eEf/mF75jOf2W6//fbG+HTNNde0PfbYoz3lKU8ZVkWVgemCCy5oO++8c3vyk5/c/vu//3swPi1dumRuxVTVyD1xfvazn7U3v/nNbbvttmvPfvaz26tf/er2qle9qh144IGD7/qggw4anHP3Xb/0pS9t22+/fXvBC17QLrzwwkp2tr8pGp/GiGyKGKTOWVIaDoQD4UA4EA6EA+FAOBAOhAPhQDgQDmwQDizY+PTVr351zvi0ZMkdgyHpyiuvbE960pMG94Mf/GD49M3KJ8anHXfcse2+++7t3HPPndf4tGTJkmEVlVVThx56aNt8883bPvvs00444YTBHX/88W2aO+6449qJJ57YDjnkkLb11lu3Pffcs5133nljE0uupyGQjrZBOtpGtQouHAgHwoFwIBwIB8KBcCAcCAfCgXAgHAgHFpEDM41PDElWOdlT6Qtf+EJ78IMf3Pbaa6923XXXtdtuu61dccUVc8YnK49qw/Hzzz+/PfrRj17J+MTQJD2ujjofjE+HHdrue9/7DiupXvziFzfuJS95ybC6yQqncu5x++77suEzwM0222z1jE+LCG4MDut/x/xgHIzDgXAgHAgHwoFwIBwIB8KBcCAcCAfCgY2bAzONTzYT/9jHPtb+7u/+ru29997t937v99pDH/rQ9vKXv7z9y7/8SzvnnHPaE5/4xMF9//vfb3fc4XO8O4dVSGV8+va3vz1ndLIpuM3IHcK59tldGZ+22GKLwej09re/vZ100knt5JNPbu94xzvaO9/5zjnn2vN3v/vd7YgjjhhWY63WyqcYn2LdDQfCgXAgHAgHwoFwIBwIB8KBcCAcCAfCgXBg0Tgw0/jEKGRD8S233HJwv/7rv97uda/fHQxQDD5WQzE++bzuRz/60ZyRqV/5xPhk9dSXv/zlduyxx7aPf/zjzT/nMT7VHlE///nP25FHHtke8pCHDCur7On0j//4ynndAQccMOwFZXXUtttu257//Oc3n/0t6Ai5Fo1csTxv3JbntE/aJxwIB8KBcCAcCAfCgXAgHAgHwoFwYDE4MNP4dPPNN7f/+q//GlYZvfa1r233u9/9hs/p3vWud7ZTTjmlfe9732tPeMIT2mMfu3P71Kc+NWwuzgj0ta99re20045DWPszHXXUkcOm5D7b+/u///t22WWXDXYiRimGKManz3zmM8MeTgcffHD7p3/6p8H5Z71yda/37fkkvH+7u/TSS9utt97abr/9tpk2qE3N9jQTjDwMAkEgCASBIBAEgkAQCAJBIAgEgSAQBILAekZgpvFJ3rVC6ctfnvzbnT2fbrrpxmGj8Msvv3xY+XSf+9yn7bbbbu1pT3tq++u//uvBWPW4xz223fve927bbLPN8GncYx7zmLbfy/drZ5xxRvM5n8/vbGJ++OGHt9e97nWDsWmy2ukfh1VN/u1uIe7AAyfhpeEzvNNPP33Yo2o+3DY145P6zntsimCkzln5Fg6EA+FAOBAOhAPhQDgQDoQD4UA4EA4sKgdmGp8YnsqdffbE+ORzO6uV7NfE+GTl02//9m+3Rz7ykW2XXXZpz3rWs4Y9mR7/+Me3e97znm2nnXZqPpP7xCc+0X72s5/N2UGsUvIJ3p/+6Z8Oq6Ke+tSntnJPe9rTWu/muy/Mn/3Znw1p7LHHU9qTn/zk9ta3vrVdf/31c/n0J7i1bBNz6jzvkc62qJ1tMZYyJo8smQ0HwoFwIBwIB8KBcCAcCAfCgXAgHNjYOLBK45N/sLM3E+PT1ltvPezJVJ/LMT4xOD3qUY8aPsP71re+1fzrnc/udt5558HwxMB0ww03zBmxypjFeHX11VcPYX1yd8IJx7ejjjqq/fM///Ocs6n5m9/85sF55nrshD/mmGPaqaeeOqykuvjii+c2NR8bXWJ8GiES41OMT+FAOBAOhAPhQDgQDoQD4UA4EA6EA+FAOLCeOTDT+NSbKhiUbAhupdNZZ53VPvrRj7bvfve7g/HJJ3c//vGP5wxMDFA77rjjsKJJGAanpUuXzG0wXgYo6Ts/99xz23Oe85xhBZPP9sr9zd/8TfvLv/zL9qQnPWlwz372s9sLXvCCts8++7QXvvCFg29VlNVYPrfr0+3L3p+vZzw3NuNiX/WcB4EgEASCQBAIAkEgCASBIBAEgkAQCAJBYNERmGl8WrJkybAZ+AUXXDBs6v3ABz6w3ec+924Pf/jDh8/i/IPdrrvuOhikhBGeAei8884bjE9/8id/MmxC7t7E+LR0zkBUhiL+Zz/72bbFFlu07bbbbvhHvBNOOKFxxx9/fDv8iMPb5pvfv2222WbtoIMOascdf9ywSurEE09sJ5100vDZnb2lrJC67bbbhvTnRXFTszylvrFehwPhQDgQDoQD4UA4EA6EA+FAOBAOhAPhwAbmwEzjk8/i3vOe97S999572NPpN3/zN5vNxffYY4/B8OOf7Xx2Z2WS1U5lfDr//POHf7rrjU8+3+sNTv355z//+fbQhz60/dEf/dGwZ9Oxxx47GKF8TnfYYYcNn/tZdeWf7zw7+ui3Ds65PZ8233zzdvTRR882Pm1goDe6JVHBI8InHAgHwoFwIBwIB8KBcCAcCAfCgXAgHAgHFoEDM41PjEv77rvv8I9122+//bCxuE29L7vsssGQdNVVVw2rnnx2d9FFFw2bkDMqWQX16Ec/uu2+++7DJ3W9oWl8bpXSf/7nf7aHPWzb9qAHPag9//nPn/vszid2z3jGMwaD1/3vf/+21157tr/6q78anvskz/MddthhWBV13HHHDXs9SX/qsQhgxsCUTd3CgXAgHAgHwoFwIBwIB8KBcCAcCAfCgXAgHFiZAzONT/7V7pvf/Gb7j//4j/bBD35wMA49/el7tTvuuL0tWXJHu/LKK4fP7qx86o1PtfKJ8enb3/72YAtiFPIPdzfffPPwCV5vIGJ82nbbbdrjHve49oEPfGDYT8qeUpxP76yKetjDHjasbvrwhz/cPvKRjwzOc3tFbbnllu1tb3vbsPKqT3el8xifYs0NB8KBcCAcCAfCgXAgHAgHwoFwIBwIB8KBcGDROTDT+NQbb7761a/O/dudvZX8W52VT/Z8KuPT+LO7Mj4xPPmHvC996UuDQemKK64Ykq5VUF/5ylfa4x//+PaABzxgWGXF2MRts8027cEPfnD7rd/6rXaPe9yjbbXVVm3bbbcdHGOU5/ahslfU+973vlaf9vXlXuk8BFt0gsXau7K1N3gEj3AgHAgHwoFwIBwIB8KBcCAcCAfCgU2NAzONT2UcWrZsWbO5+NZbb92e/vSnD3srMT5Z+eTf7xifLr744rl/sxuvfJKOVVSvf/3rByPTqaeeOtiEpMtgZdXU+9///nbyySe3d7zjHYPv/F3vetewkbh87fl0+OGHt3e+852de8cQxr5UX//614c8pCm/HEEgCASBIBAEgkAQCAJBIAgEgSAQBIJAEAgCGx6BVRqfGIfuuOOOdvbZZw8GoD333HO4ZuRhfHriE5/Y7AP1k5/8ZLhvhRPj04477jjs+fStb31rMAb98pe/bPvv/w/DP+Wdcsop7c47J0ai66+/fvicbueddx4MWdJj0HrCE3YdVlW5f8973nNwj3jEI9of//EfL38uzMTttNNOw95U55xzzvBJnzLnCAJBIAgEgSAQBIJAEAgCQSAIBIEgEASCQBDY8AgsyPjkMzv7MvkEzsonBiZ7Plnt9JjHPGb4J7x3v/vd7U1velN77Wtf2xiXHvvYxw6GIvFuvPHGxjBk83Cf1zFkWZ1k7yhGqdNPP70dfPDB7dBDD22HHvq65f6h7ZBDDmmveMUrhj2dttzyge2lL31pe93rXjesgDriiCMaZzWUf8GTv/IoG8NYjiAQBIJAEAgCQSAIBIEgEASCQBAIAkEgCASBDY/ATOPTLbfc0n74wx8OezUdffTRw7/O7bXXXsNnd4xGxxxzTLv//Tdrv/EbvzGsTLI3k3+58+ncLrvsMjx7+cv3Gz6je/GLX9zue9/7NiunLrnkkuFzuwsv/P5gqDrttNPapz71qfbpT3968D/5yU8O5zY6f+973zP8E54Nyf2j3RlnnDGEEb53DFgf+9jH2je+8Y2hfPn0bsOTKyUIAkEgCASBIBAEgkAQCAJBIAgEgSAQBILATOPTL37xi8Fw9KhHPXLYAHyLLbYYViiB7ZprrmmHHPLaYR8oBqfnPve57aijjmpf+MIXBuOSFVA2BLdJuA3BrZryeRzDlH+94/xrnU3Jud12223Od17OhuY2Gd9+++2HVVP2lxq7Pu6RRx45rKZK0waBIBAEgkAQCAJBIAgEgSAQBIJAEAgCQSAIbHgEZhqfrHz64he/2A488MDh07a3vOUt7bzzzhtK7ZlNvq04cu/yyy9v9m+y3xJ36aU/HZ7ZINzm4f6Nzqbl11577fDJ3STMpcPnfAxWZ555ZjvrrLNWcu7V/c9//vPDed373Oc+1zhxPPN5H3fhhRcOe09teGhTgiAQBIJAEAgCQSAIBIEgEASCQBAIAkEgCASBmcYnn64xMl199dXNKijGJfs01WEjcvtB1T/MCb9s2dLBObf/kvj+6Y4T3v1yDFDuccJydd3fk0e5cbjx9dKl82w27g/w4oJBOBAOhAPhQDgQDoQD4UA4EA6EA+FAOBAOhAOLyoGZxqcyMi3EZ4CaGKH8i93kn+zKyDSfL93+WaWxEL+P159PLWtItaikipEvhs5wIBwIB8KBcCAcCAfCgXAgHAgHwoFwIBwoDqwz49NUo8/oZm8kcu4Y31vb61GWk8sYn2J8CgfCgXAgHAgHwoFwIBwIB8KBcCAcCAfCgXBgg3Bg0zA+DVauWBzL4hg/XAgHwoFwIBwIB8KBcCAcCAfCgXAgHAgHwoHF4kCMT7F6bhCr52IRPPlEmIYD4UA4EA6EA+FAOBAOhAPhQDgQDoQDG5YDi2p8mvpJXG4GgSAQBIJAEAgCQSAIBIEgEASCQBAIAkEgCNxtEYjx6W7btKlYEAgCQSAIBIEgEASCQBAIAkEgCASBIBAENjwCMT5t+DZICYJAEAgCQSAIBIEgEASCQBAIAkEgCASBIHC3RSDGp7tt06ZiQSAIBIEgEASCQBAIAkEgCASBIBAEgkAQ2PAIxPi04dsgJQgCQSAIBIEgEASCQBAIAkEgCASBIBAEgsDdFoHFMT7lH+Xyj3LhQDgQDoQD4UA4EA6EA+FAOBAOhAPhQDgQDmySHIjxKcTfJImfv9ncqgR8QwAAAv5JREFUsH+zGfyDfzgQDoQD4UA4EA6EA+FAOBAOhAObDgdifIrxKcancCAcCAfCgXAgHAgHwoFwIBwIB8KBcCAcCAfWGwdifAq51hu5YsXedKzYaeu0dTgQDoQD4UA4EA6EA+FAOBAOhAPhwHwciPEpxqcYn8KBcCAcCAfCgXAgHAgHwoFwIBwIB8KBcCAcWG8cWBzj0912v/ZULAgEgSAQBIJAEAgCQSAIBIEgEASCQBAIAkFgFgIxPs1CJ8+CQBAIAkEgCASBIBAEgkAQCAJBIAgEgSAQBNYKgRif1gq+RA4CQSAIBIEgEASCQBAIAkEgCASBIBAEgkAQmIVAjE+z0MmzIBAEgkAQCAJBIAgEgSAQBIJAEAgCQSAIBIG1QiDGp7WCL5GDQBAIAkEgCASBIBAEgkAQCAJBIAgEgSAQBGYhEOPTLHTyLAgEgSAQBIJAEAgCQSAIBIEgEASCQBAIAkFgrRBY/8an/FXhevurwhZsg204EA6EA+FAOBAOhAPhQDgQDoQD4UA4EA5s5Bz4tRgwWki6kZM0HA1Hw4FwIBwIB8KBcCAcCAfCgXAgHAgHwoG7LgdifIrhJca3cCAcCAfCgXAgHAgHwoFwIBwIB8KBcCAcCAfWGwdifAq51hu5YpW+61ql03Zpu3AgHAgHwoFwIBwIB8KBcCAcCAfCgXXFgcUxPq3VtlSJHASCQBAIAkEgCASBIBAEgkAQCAJBIAgEgSBwV0VgMD7deeeKxS/ryqo1lw5D4Z13Lqq7qzZGyh0EgkAQCAJBIAgEgSAQBO7KCCy23n9Xye+u3KYpexAIAkFgXSDwawxPd7TWbm8Tf85otC4+R1sXJUwaQSAIBIEgEASCQBAIAkEgCASBIBAEgkAQCAJ3WQR+7apf3NTO/fG17esXX9e+++Nr248vvbpdeunl7fJLL10Dd1m74rLLV3ZXXNGuWO6uvPLKttiu8i5f/nV+d/cXG+vkt/j8DubBPBwIB8KBcCAcCAfCgXAgHAgHwoFwYGPnwP8Dvmu6BB3yobgAAAAASUVORK5CYII="
    }
   },
   "cell_type": "markdown",
   "id": "59eb325d",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "f56624bb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[-1.6589,  1.3904],\n",
      "        [ 0.0974, -1.3357],\n",
      "        [ 0.9927, -1.0243],\n",
      "        [ 0.5101,  0.1394],\n",
      "        [-0.9674, -0.6855],\n",
      "        [-0.2784, -1.3209],\n",
      "        [-0.2605,  0.3576],\n",
      "        [-0.0899, -0.3006],\n",
      "        [-1.1480, -0.9883],\n",
      "        [ 1.6930,  1.5494]]) \n",
      " tensor([[-3.8324],\n",
      "        [ 8.9399],\n",
      "        [ 9.6802],\n",
      "        [ 4.7399],\n",
      "        [ 4.5960],\n",
      "        [ 8.1483],\n",
      "        [ 2.4785],\n",
      "        [ 5.0422],\n",
      "        [ 5.2576],\n",
      "        [ 2.3208]])\n"
     ]
    }
   ],
   "source": [
    "def data_iter(batch_size, features, labels):\n",
    "    num_examples = len(features)\n",
    "    \n",
    "    indices = list(range(num_examples))  #生成索引列表\n",
    "    #这些样本都是随机读取的，没有特定的顺序\n",
    "    random.shuffle(indices) #洗牌，打乱顺序\n",
    "    for i in range(0, num_examples, batch_size): #根据batch_size大小进行操作，每次仅仅迭代一批特征和对应的标签，节省内存，支持迭代训练\n",
    "        batch_indices = torch.tensor(\n",
    "            indices[i: min(i +batch_size, num_examples)]) \n",
    "        yield features[batch_indices], labels[batch_indices]  #yield用于逐个返回，不像return 仅仅返回最终结果\n",
    "batch_size = 10\n",
    "for X, y in data_iter(batch_size, features, labels): #读取第一个小批量数据并输出\n",
    "    print(X, \"\\n\", y)\n",
    "    break"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b03fff11",
   "metadata": {},
   "source": [
    "#定义模型参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "5c3bd64b",
   "metadata": {},
   "outputs": [],
   "source": [
    "w = torch.normal(0, 0.01, (2, 1),requires_grad = True) #梯度存储\n",
    "b = torch.zeros(1, requires_grad = True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "55114a6c",
   "metadata": {},
   "source": [
    "#定义模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "2f263837",
   "metadata": {},
   "outputs": [],
   "source": [
    "def linreg(X,w, b ):\n",
    "    y =  torch.matmul(X, w) + b\n",
    "    return y"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "509aa9b0",
   "metadata": {},
   "source": [
    "#定义损失函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "f35f5185",
   "metadata": {},
   "outputs": [],
   "source": [
    "def squared_loss(y_hat, y):   \n",
    "    \"\"\"均方损失  MSE\"\"\"\n",
    "    return ((y_hat - y)**2)/2"
   ]
  },
  {
   "cell_type": "raw",
   "id": "3e61c400",
   "metadata": {},
   "source": [
    "#定义优化算法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "8f8d2418",
   "metadata": {},
   "outputs": [],
   "source": [
    "def sgd(params, lr, batch_size):\n",
    "    #小批量随机梯度下降\n",
    "    with torch.no_grad():#临时禁用梯度计算,主要作用是节省内存并加速计算，通常用于模型评估（推理）、验证或不需要反向传播的场景\n",
    "        for param in params:\n",
    "            param -= lr * param / batch_size  #对参数进行更新，如权重参量w\n",
    "            param.grad.zero_()#pytorch中的梯度会累积，因此需要将参数的梯度进行清零\n",
    "        "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f21a6341",
   "metadata": {},
   "source": [
    "#训练过程"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "bf20145c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch 1, loss 15.455401\n",
      "epoch 2, loss 15.455730\n",
      "epoch 3, loss 15.456043\n"
     ]
    }
   ],
   "source": [
    "lr = 0.005\n",
    "num_epoches = 3\n",
    "net = linreg\n",
    "loss = squared_loss \n",
    "\n",
    "for epoch in range(num_epoches):\n",
    "    for X, y in data_iter(batch_size, features, labels):\n",
    "        l = loss(net(X, w, b), y) #小批量损失计算\n",
    "        l.sum().backward() #反向传播计算梯度\n",
    "        sgd([w, b], lr, batch_size)#优化，使用参数的梯度进行更新\n",
    "    with torch.no_grad():\n",
    "        train_l = loss(net(features, w, b), labels)\n",
    "        print(f'epoch {epoch + 1}, loss {float(train_l.mean()):f}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c9ea6af3",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6102af7a",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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